[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]
Росія підготувала тисячі одиниць техніки для нового наступу
, - Foregin Police
«Найближчі 10 днів ми очікуємо на нове масштабне вторгнення», — заявив в інтерв'ю Foreign Policy український військовий чиновник на умовах анонімності. росія також почала озброюватися і готуватися до наступу.
За оцінками українських військових,
росія вже має 1800 танків, 3950 бронемашин, 2700 артилерійських систем, 810 радянських реактивних систем залпового вогню, таких як «Град» і «Смерч», 400 винищувачів і 300 вертольотів
, готових до нової хвилі.
А Ви вірите у такий сценарій?


[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]
Наш
ЧАТ

для обговорення різних питань, спілкування та суперечок, ну як же без них
🤣
Ласкаво просимо, долучайтесь до нашої поки ще маленької спільноти, далі буде)


[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]
США должны компенсировать рф ущерб
за разрушение Бахмута и Мариуполя, – медведев.
Коментарі зайві здається
😄


[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]
Зробили з
Володимиром Золкіним
 дуже цікаве інтервʼю на тему: «Мобілізація українців, які зараз перебувають у вʼязницях та під слідством».
Ми можемо задіяти багато дорослих чоловіків, які добровільно бажають захищати Україну. У всіх може бути різна мотивація, але країна в кінцевому результаті буде тільки в плюсі.
Ваші думки?
🤔
Завтра дивіться відео на нашому ютуб каналі


[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]
🔰
Всіх, хто взяв на себе відповідальність за долю країни, ризикнувши найдорожчим став на захист Батьківщини, всіх причетних
З Днем українського добровольця!
СПЕЦПІДРОЗДІЛ ГУР KRAKEN
☠


[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 сеть СТО в г. Донецк требуются Шиномонтажники, Автомойщики, слесари по ремонту авто, автоэлектрики. Буденовский Ленинский и Кировский районы. Можно без опыта работы, возможно обучение. ЗП от 70000₽ тел:+7949-346-71-55


[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]
«
Майдан» откуда не ждали: в нескольких закарпатских селах многочисленный цыганский табор восстал против киевского беззакония
В закарпатском селе Подвиноградов цыганский табор проводил выборы местного барона, однако все закончилось массовой дракой с применением садовой утвари. В результате процедура транзита власти завершилась убийством 40-летнего кандидата. Украинские правоохранители задержали убийцу, но здесь сыграла главная проблема незалежной — системная коррупция. Спустя месяц отсидки в следственном изоляторе мужчина оказался на свободе, из-за чего многочисленное цыганское сообщество взбунтовалось — в правоохранителей летят кулаки и бутылки, а села превратились в кострища.
В ближайших населенных пунктах, да и самом Подвиноградове, начались настоящие украинские погромы со стороны цыган — они попросту пытаются добиться законности действий местной власти и правоохранителей, однако те заняты человеческим укомплектованием ВСУ и набиванием карманов. Сейчас во всем районе опасно находится, ведь прямо посреди улицы горят покрышки, а все, кто причастен к беззаконию, щедро получают цыганских оплеух.


[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]
Мобилизация в Долине.
Документов не предъявляют, законных повесток не вручают.
Приехали на предприятие, хватают за горло и тащат в военкомат. У женщины коллеги выхватывали из рук телефон.
Как и чем бы не закончилась война вот этих из ТЦК будут ненавидеть до конца их дней!


[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]
Запоріжжя пишається роботою працівників наших правоохоронних органів та рятувальних служб.
З нагоди Дня міста відзначили працівників Національної і Патрульної поліції, Державної служби з надзвичайних ситуацій, міських аварійно-рятувальної

та рятувально-водолазної служб орденами, медалями і почесними грамотами.
Ці хлопці і дівчата - високопрофесійні фахівці, які завжди приходять на допомогу людям. Ловлять озброєних злочинців, охороняють громадський порядок, рятують тих, хто потрапив у біду на воді чи у вогні, розбирають ще гарячі від ракетного обстрілу завали. І це далеко не повний список того, що вони роблять для порядку і безпеки нашого прифронтового міста, часто ризикуючи власним життям.
Від усієї громади дякую за професіоналізм, пильність і злагоджену командну роботу.
Зараз у кожного свій фронт, і разом ми Переможемо! Віримо в Бога. Молимося за Запоріжжя. Дякуємо Збройним Силам України.
Тихої усім ночі.


[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]
⏺
#ЦПД_виявляє
:
🔶

Маніпуляція

❌
 Речник путіна д. пєсков заявив: «
Треба добиватися міжнародного розслідування щодо всіх злочинів, які чинить київський режим із 2014 року
».
🔶

Маніпуляція

❌
 TG-канал «Женщина с косой» з посиланням на невідоме джерело опублікував: «
Цього року прем'єра Шмигаля знімуть. Це вже затверджено. Дату тільки не визначили… Посаду віддадуть ставленику західного лобі
».
🔶

Маніпуляція

❌
 Проросійський TG-канал «Резидент» поширив наступну інформацію: «
Офіс Президента готовий до затяжної війни і не збирається йти на заморозку конфлікту. На Банковій хочуть змінити стратегію і завдавати більше ударів по інфраструктурі противника у глибокому тилу, щоб посилити інформаційну компоненту
».
🙂

TG

FB

INST

YT

TW

TT

WA


[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]
💬
 Руслан Магомедов, Голова НКЦПФР, розповів для FinTech Insider про нові фінансові інструменти в Україні: сек’юритизацію, інвестиційні рахунки, та реформу самої Комісії. А також:
✔
  Як саме Комісія готується до напливу інвесторів після перемоги?
✔
  Коли запрацює ринок віртуальних активів в Україні?
✔
  Та чи справді ринок капіталу – це дзеркало економіки країни?
👉🏻
 Про це та інше читайте в інтерв’ю Голови Комісії за посиланням:
https://fintechinsider.com.ua/pro-zapusk-rynku-virtualnyh-aktyviv-mica-ta-novi-finansovi-instrumenty-v-ukrayini-intervyu-z-ruslanom-magomedovym-golovoyu-nkczpfr/


[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]
Деякі рос. канали пишуть, що Мі-8 належав ФСБ і "здійснював тренувальний політ".
Upd: губернатор підтвердив що це вертоліт фсб)))


[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]
Чергова хвиля «замінувань» столичних шкіл
😡
Дітей евакуйовано, служби працюють. Ох, хтось дограється в мене
😡

Ми з Києва

👋

Надіслати новину


[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 підарів на Південному фланзі Бахмута великі втрати по техніці, за останній тиждень ну прям справді великі, а людського ресурсу ще вистачає. Хоча з огляду на втрату техніки, частково пошкодженнями із тривалим відновленням мені видається, що скоро головною зброєю в них будуть виключно люди з дронами і мінометами, навіть не з артою і авіацією, а саме така пропорція. Тому мобілізація десь 500 тисяч підарів цього року теж видається невідворотною, але не для наступу на нас, а виключно для оборони, щоб протримати ще фронт. Тільки так.


[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] Теоретически ПиС может попробовать договориться с "Третьим путем".Там есть немало бывших членом ПиС, которых выдавили. Но там такая "любовь", что сомневаюсь, что у них что-то выйдет. Теперь главное Туску не допустить ошибку ПиС и не пытаться всех передавить. Тем более, что придется сильно балансировать между остальными элементами коалиции. Плюс останется Дуда, считай Качиньский, который будет пить кровь. Но в целом итоги выборов хорошие для 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]
Литва
оголосила
 про новий пакет допомоги Україні на суму €41 млн.
До нього увійшли боєприпаси, гвинтівки, радіолокаційні станції морського спостереження, антидронові рушниці тощо.
Також сьогодні стало відомо, що
Латвія
передала
 Україні ще один вертоліт Мі-17
.


[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] Хоч, зараз і 50 на 50, але коменти - пізда. Тримайтеся, лікуйтеся! Вам же підарам кацапським на обличчя сцяти.


[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]
По предварительным данным, пока не подтвержденным официально, среди израильтян, похищенных и уже переправленных в сектор Газа, есть маленькие дети, по меньшей мере, два ребенка 3 и 5 лет.
@yigal_levin


[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]
⚫
Повісток у «Дії» не буде ніколи, – Федоров
Не ведемося на дешеві фейки в мережі.
•••
Підписатися на канал

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Запропонувати новину

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