[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Цієї ночі Київ не спав. Бо в небі відбувалась справжня битва.
Наші не просто розгромили ворога. Росіян декласували.
Слава українським ППО!
🇺🇦


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Генсек НАТО Столтенберг установил крайний срок ратификации странами-членами НАТО вступления Швеции в Альянс. Об этом сообщает Bloomberg.
Крайний срок - 29 ноября.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
🔥
Снайпер ОБТФ ДНР "Каскад" утилизировал корректировщика вооружённых формирований Украины и оставил артиллерию неприятеля без "глаз".


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
📌
 НАЗК вчергове передало до Спеціалізованої антикорупційної прокуратури результати моніторингу способу життя публічних службовців. Цього разу під час перевірок було виявлено необґрунтованих активів на суму понад 14 млн грн. До суми входять активи, не підтверджені офіційними доходами, двох місцевих депутатів з Вінничини та Рівненщини, поліцейського, працівниці Пенсійного Фонду та посадовця з ДСНС.
Що знайшли під час перевірки?
🔹
Грошовий подарунок від чоловіка на суму орієнтовно 1,2 млн грн із легальним доходом партнера за рік у 5 тис. грн.
🔹
Покупка 5 земельних ділянок на суму 5,6 млн грн без легальної можливості заробити на цю власність.
🔹
Придбання приміщення вартістю в 4,3 млн грн.
🔹
Збільшення грошових активів подружжя на 2,3 млн грн із недостовірним поясненням походження коштів НАЗК.
🔗
Більше про результати моніторингу життя публічних службовців читайте за
посиланням.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
🤝
Для покращення бізнес-клімату в Україні Держмитслужба активно взаємодіє з громадськістю

Національну стратегію доходів, Антикорупційну програму, перспективу надання митниці статусу правоохоронного органу, криміналізацію контрабанди, пост-митний контроль, а також зміни у митному законодавстві обговорили на першому в 2024 році засіданні Громадської ради при Державній митній службі України.

✅
Керівництво та очільники профільних підрозділів Державної митної служби України спільно з членами Громадської ради підвели підсумки роботи служби у 2023 році, визначилися з нагальними питаннями, які потребують додаткового врегулювання та окреслили план подальшої співпраці.

💬
Сторони активно дискутували про реалізацію заходів, передбачених Національною стратегію доходів до 2030 року, в частині, що стосується Держмитслужби. Бізнес цікавили перспективи та плани впровадження вже у поточному році послідовних кроків щодо адміністративного реформування Державної митної служби України.

Представники Громадської ради поділилися пропозиціями для доопрацювання поточної редакції Антикорупційної програми Держмитслужби на 2023-25 роки. Також заслухали проміжні результати, яких вдалося досягти у результаті впровадження HR-стратегії Держмитслужби. Окремо учасники зустрічі зупинилися на обговоренні практичної реалізації пост-митного контролю.
🤝
Дякуємо активним представникам бізнесу за участь у реалізації митної політики в такий непростий час.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User] Кандидат в президенты США Роберт Кеннеди-младший - о потерях ВСУ: Никто не говорит об этом, но погибло 14 000 украинских гражданских лиц, 300 000 военнослужащих. Русские убивают украинцев в соотношении 7 к 1 или 8 к 1. Украинцам не выстоять. Все, что нам говорят об этой войне – это ложь.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
У Польщі вранці
зіткнулись
 два мікроавтобуси, у яких загалом перебували 12 громадян України. П'ятьох пасажирів ушпиталили.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
❗
Минобороны РФ показало кадры доставки и раздачи гуманитарной помощи гражданскому населению военнослужащими ВДВ в Луганской Народной Республике.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Итоги прямого эфира:
⏺
 При помощи Челябинской области в Ясиноватой до конца лета выполнят капремонт дорог на улицах Артема, Макеевской, Орджоникидзе, бульваре Ленина и других. На остальных улицах проведут ямочный ремонт.
⏺
К отопительному сезону во всех освобожденных населенных пунктах на территории района восстановят энергоснабжение.
⏺
Планируется запуск маршрута № 106 (между Донецком и Ясиноватой).
⏺
В освобожденных населенных пунктах еженедельно выдается гуманитарная помощь в виде продуктов питания. Нуждающиеся в гумпомощи могут обращаться в администрацию города.
⏺
С начала СВО в Ясиноватой повреждено около 70% жилого фонда. Его восстановлением занимаются бригады, сформированные из местных и челябинских строителей.
⏺
Восстановление школ и детских садов продолжается несмотря на обстрелы. Это принципиальная позиция городских властей.
⏺
Магазины в Яковлевке, Васильевке и Минеральном, техникум и стоматология в Ясиноватой будут отремонтированы.
⏺
Движение электричек прекращено в целях безопасности. Железнодорожные пути поддерживаются в рабочем состоянии.
⏺
Минимум 300 ребят из Ясиноватой отдохнут этим летом в Анапе. Если ситуация с обстрелами не изменится, Челябинская область организует в новом учебном году отдых и обучение детей на своей территории.
⏺
Представители Челябинской области откроют в Ясиноватой предприятие по производству окон. Идут переговоры о размещении в городе филиала лизинговой компании и строительстве 2 супермаркетов.
@AG_DPR


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
❗
Журналісти Bihus.Info
ідентифікували осіб,
 які нібито реалізовували встановлення прихованих камер у готельні номери, де редакція перебувала 27 грудня 2023 року, після чого в мережі з’явилось скандальне відео із вживанням членами команди Bihus наркотиків.
У Bihus.Info стверджують, що за "операцію" зі стеження нібито відповідав Департамент захисту національної державності (ДЗНД) Служби безпеки України.
@liganet


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
💬

"Достатньо лише згадати, які амбіції були в Росії на початку повномасштабної агресії та які з тих амбіцій тепер на дні Чорного моря"
, –
сказав
 Зеленський у відеозверненні з Одеси.
Сьогодні президент відвідав місто та провів нараду за участю командування Військово-Морських Сил, поспілкувався з військовими та вручив їм державні нагороди. Зеленський також відвідав госпіталь, де проходять лікування поранені бійці.
Фото: Офіс президента
👀
Підписатись на LIGA.net


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Владимир Зеленский заявил, что
без
 поддержки Конгресса США, ему будет трудно не то, чтобы победить, но и сохранить Украину как
независимое
 государство.
А что случилось? Почти 2 года побеждал ведь?


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Официальное, я так понимаю, заявление Офиса президента:
 Китай и Индия не умеют анализировать. Свои действия, потому что они глупые
Я считаю этапять, надеюсь послы Украины в Китае и Индии донесут позицию власти Украины


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
❗

Силовики устранили украинского агента, причастного к убийству российского офицера и готовившего теракт в Бердянске.
ФСБ предотвращена подготовка террористического акта, планировавшегося украинскими спецслужбами в Бердянске Запорожской области с участием завербованного гражданина России 1974 года рождения.
Накануне выборов президента РФ пособник террористов осуществил попытку изъятия средств поражения из тайника для совершения очередного теракта. При задержании он оказал вооруженное сопротивление и был нейтрализован ответным огнем.
На месте происшествия был изъят пистолет ПМ с патронами, а в ходе обыска по месту его жительства обнаружено СВУ и мобильный телефон для конспиративной связи с куратором из спецслужб Украины
Установлено, что агент ГУР Минобороны Украины причастен к убийству офицера Министерства обороны РФ, совершенного в октябре 2023 года при помощи СВУ, а также к передаче противнику координат мест дислокации ВС РФ и сотрудников правоохранительных органов РФ.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
🇷🇺

Уважаемый Леонид Иванович, дорогие жители Луганской Народной Республики! Поздравляю вас с первой годовщиной освобождения Луганской Народной Республики!
Выбив украинских захватчиков из Сватово, Кременной, Попасной, Рубежного, Северодонецка, Лисичанска и других населенных пунктов ЛНР, восемь лет находившихся под оккупацией киевского режима, союзные силы – подразделения российской армии, ДНР и ЛНР – совершили историческое освобождение.
3 июля 2022 года Луганская земля полностью вернулась в лоно Русского мира – была восстановлена историческая справедливость и реализована воля жителей Донбасса, которые еще весной 2014 года высказались на референдуме о нежелании жить в составе преступного украинского государства.
К сожалению, для Луганской Народной Республики, как и для всей России, война еще не закончена. Не только прифронтовые города ЛНР, но и столица Республики продолжают подвергаться обстрелам со стороны вооруженных формирований киевского режима.
Чтобы устранить эту опасность, нужно полностью выполнить цели специальной военной операции, и нет никаких сомнений, что наши героические войска справятся и с этой задачей, установив в Донбассе долгожданный победный мир.
©
Д.В. Пушилин
📱
Новости ЛНР и ДНР - Подписаться


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
Вечернее обращение президента
Прежде всего нам нужен авиационный компонент ПВО – современные боевые самолеты, чтобы можно было обезопасить от российского террора всю территорию нашего государства. ПВО полноценно тогда, когда обеспечивается, в том числе, и авиацией. Современной авиацией.
Наши летчики вместе с нашими зенитчиками вместе со всеми воинами и специалистами наших Воздушных сил уже делают большую работу. Но полностью сможем защитить небо, когда будет убрано авиационное табу в отношениях с нашими партнерами.
Украина Online | Подписаться


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
У центрі лівацької клоаки (Львiв) побили транс-підора, котрий якимось чином потрапив до лав ЗСУ, на ім'я Хелен
🏳🌈
Соросята з київпрайд повідомляють:
"Хелен сиділа на вулиці в центрі міста, їла і розмовляла зі своїм хлопцем по відеозв'язку.  До неї раптово підійшов незнайомий чоловік і почав агресивно спілкуватися. Хелен попросила його відійти, і в наступну секунду чоловік вдарив її в носа зі словами "Ти шо, п..дар? Від удару Хелен втратила координацію, і він вдарив її ще декілька разів, поки їй не вдалося відійти на декілька метрів і зняти частину нападу на відео. Сьогодні постраждала зняла побої і написала заяву".


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
🇺🇸
Танки M1 Abrams, вероятно, будут закуплены в рамках Инициативы по содействию безопасности Украины (USAI), —
Голос Америки
.
Это означает, что они не будут поставляться из запасов США, а из "конвейера" завода. О сроках поставок не сообщается.


[System]
You are an expert in the cliche manipulation technique. Thought-Terminating Cliché: Uses common phrases to shut down critical thinking and discussion. List phrases that provide evidence of cliche in the given sentence if they are present. Given the evidence, make a judgement whether the sentence contains the cliche manipulation.
To effectively develop a classifier for identifying Thought-Terminating Clichés (TTCs) in the given examples, you'll want to establish clear guidelines based on patterns, contexts, and linguistic cues that distinguish genuine TTCs from legitimate or critical discourse. Here’s a set of classification guidelines tailored to your target audience:

### Classification Guidelines for Thought-Terminating Clichés (TTCs)

1. **Identify Common Phrases**:
   - TTCs are typically phrases that appear clichéd or overly simplistic, often dismissed as common wisdom. Look for expressions that are universally recognized, repetitive, and lack substantive argumentation.
   - Examples: “Everything will be fine,” “It is what it is,” “Just trust us,” etc.

2. **Analyze Context**:
   - Examine the context in which phrases are used. Statements that shut down discourse by negating questions or concerns can be classified as TTCs.
   - If a sentence implies that further discussion is unnecessary or futile, such as “There’s nothing more to say,” it can indicate a TTC.

3. **Look for Emotional Language**:
   - TTCs often employ emotionally charged language designed to provoke a visceral reaction rather than rational debate. Identify phrases that appeal to fear, nationalism, or collective sentiment without fostering dialogue.
   - Phrases like “Our country is under attack,” or “Victory is our only option” can be red flags.

4. **Check for Oversimplification**:
   - Watch for statements that minimize complex issues into binary choices. Language that simplifies matters into “us vs. them” is a typical feature of TTCs.
   - Example: “You're either with us or against us.”

5. **Monitor for Dismissive Tone**:
   - TTCs often come with a tone that dismisses opposition or critical perspectives. Look for phrases that belittle dissent or express disdain for questioning the status quo.
   - Example: "Those who doubt are not real patriots."

6. **Recognize Commanding Statements**:
   - Statements that enforce compliance or directive without allowance for conversation can serve as TTCs. Framing phrases as orders or imperatives can stifle further discussion.
   - Example: “Follow the leader,” or “This is how it must be done.”

7. **Avoid Misclassifying Nuanced Discussions**:
   - Be cautious not to classify texts that engage in nuanced critiques or complex arguments as TTCs simply because they are partisan or controversial. Separate genuine discourse from cliché expressions.
   - Analyze the structure of the argument, paying attention to the depth and breadth of ideas presented.

8. **Filter for Redundancy**:
   - Look for redundancy or repetition in language that signals a lack of critical thought. If a term or phrase recurs in a manner that suggests its use as an anchor for arguments without justification, it may indicate a TTC.
   - Example: “Again, we must remember…”

9. **Flag for Cultural and Social Influences**:
   - Understand that cultural contexts can influence what is considered a TTC. Phrases that may seem cliché in one culture might resonate differently in another, so a context-aware approach is essential.
   - Example: “We will never forget,” in specific political or social contexts.

10. **Utilize Sentiment Analysis**:
    - Employ sentiment analysis tools to identify highly polarized or emotionally charged statements indicative of TTCs. Neutral or balanced sentiment can indicate more constructive discourse.

### Training your Classifier

- **Data Annotation**: Label your dataset using the guidelines above, ensuring that every example is properly categorized as a TTC or a legitimate expression of thought.
- **Feature Extraction**: Implement natural language processing techniques to extract linguistic features, such as phrase frequency, sentiment scores, and contextual cues.
- **Test and Refine**: Regularly test the classifier against a validation set, refining its ability to minimize false positives and negatives based on your guidelines and observed misclassifications.

By establishing these guidelines, you should be able to enhance the classifier's accuracy in detecting Thought-Terminating Clichés while reducing misclassifications. This dual approach of qualitative and quantitative assessment will help ensure robust and reliable outputs.

[User]
В течение июля 2023 сумма государственного и гарантированного государством долга Украины увеличилась в гривневом эквиваленте на 146,23 млрд грн и в долларовом эквиваленте на 4 млрд долларов" – заявляет минфин.
Хохлостан практически полностью находится на западном финансировании, и малейшие "затыки" сразу же приводят к колебаниям курса гривны. Сейчас курс украинской "валюты" стал расти и говорят, скоро будет в пределах 40 - 42 гривен за доллар. Это указывает на нехватку средств, поскольку Украина сейчас сжирает больше, чем ей могут предоставить помощи.
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