[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]
«Пошла нах*й эта с*ка» – подсудимый прыгнул на судью в Лас-Вегасе.
Просто чувака не устроило, что судья отказалась назначать ему испытательный срок за побои
😁
 Делона Реддена отправили в тюрьму, а судью в больницу…


[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]
🔔
«Правомобиль» восстанавливает социальную справедливость
Специалисты «
Правомобиля
» посетили Пункт временного размещения в Старобешево, где проживают переселенцы из Артемовска, Соледара и Ясиноватой.
По словам Елены Радомской, советника руководителя ЦИ ОД «ДР», люди, которые находятся в ПВР, не только в Старобешево, а в целом по Республике, как правило, остались без документов. И команда «Правомобиля» активно занимается восстановлением этих документов.
💬
«
Первостепенная задача, которую поставил перед нами Глава Республики, – восстановление социальной справедливости. Наши люди должны получать пенсии, социальные выплаты, у всех должен быть кров над головой
», – рассказала Елена Радомская.
Конечно же, наши земляки уже говорят о намерении поскорее восстановить своё жильё и родные города.


[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]
Этот военный конфликт против Украины направлен не только на Киев, Россия атакует нашу правовую систему, Совет Европы и мировой правопорядок
  — глава МИД Германии Бербок
Подписаться


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

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

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

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

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

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

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

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

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

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

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

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

### Training your Classifier

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

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

[User]
‼
Ворог продовжує знищувати все українське на ТОТ і вкотре під ударом - діти
.
🔻
Спочатку наших школярів в окупації змушували співати ворожий гімн та писати листи загарбникам.
🔻
Потім їм промивали мізки пропагандою у дитячих та молодіжних організаціях.
🔻
Нині нове коло зомбі-пропаганди: єдинороси взялися моніторити всі шкільні музеї. Їх хочуть "інтегрувати в загальноросійську систему духовних цінностей".
Окупанти не приховують: всі зусилля у школах направлені на те, аби донести "правильну історію".
Проте цінності ерефії вже майже півтора роки бачить увесь світ. Країна-терорист, країна-сором, країна, яка знищує все живе.
#СпротивНеПодолати
#НашіЛюдиНеЗдаються
#ЧекаємоНаДеокупацію


[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]
Спікер парламенту Стефанчук заперечує конфлікт Зеленського та Залужного.
В інтерв'ю Politico він назвав цю інформацію "чутками" та "російською пропагандою", яка поширювалася "російськими каналами".
"Ніколи не було жодного випадку напруженості між політичним та військовим керівництвом", - заявив Стефанчук.
Нагадаємо, що нещодавно Зеленський публічно закликав Залужного дотримуватися ієрархії і не займатися політикою, чим фактично підтвердив наявність конфлікту.


[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]
😒

 російський ядерний шантаж вийшов на новий рівень. Пояснює Центр стратегічних комунікацій
18 жовтня держдума рф ухвалила законопроєкт про відкликання ратифікації Договору про всеосяжну заборону ядерних випробувань.
▶

Рішення держдуми рф –
черговий російський шантаж
 початком ядерної війни.
▶
 москва регулярно вдається до погроз застосування ядерної  зброї кожного разу,
коли зазнає чергової військової чи дипломатичної поразки.

▶
 Ядерна істерія рф спонукає інші держави розвивати власні ядерні програми, адже
безпекові гарантії москви за відмову України від свого ядерного потенціалу виявилися нічого не вартими
.
▶

росія порушила базовий принцип нерозповсюдження ядерної зброї
, оголосивши про плани розміщення її в білорусі. Не можна також виключати загрози
передачі рф ядерних розробок Ірану та Північній Кореї.
▶
 росія – безвідповідальний розпорядник величезного ядерного арсеналу.
 Тому одним з пріоритетних безпекових завдань на найближчу перспективу не лише союзників України, але й цілого людства повинна стати денуклеаризація рф.
👆

Підписатись на Spravdi


[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]
Підтоплення через підрив росіянами Каховської ГЕС. Ситуація станом на ранок

🔹
Рівень води на Херсонщині може збільшитися ще близько на метр протягом 20 годин, повідомили в ОВА.
🔹
Уночі підтопило Білозерську громаду. Усього підтоплено майже 2 тисячі будинків на правому березі Херсонщини.
🔹
Евакуювали 1457 людей, більшість – із мікрорайону Херсона Корабел.
🔹
У Каховському водосховищі з моменту підриву дамби рівень води впав на 2,5 м, повідомив Олександр Вілкул.


[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]
ЦИПСОшники раздувают по н.п.
Крынки
, мол, "
мы плацдарм взяли
", операция
мясных
 морских котиков приближает "
перемогу
". Однако вся эпопея с Левобережьем -
неоправданные потери со стороны ВФУ.
1. Самый
 главный фактор
 предпринимаемых действий -
обмеление Днепра
, позволившее противнику сократить время переброски групп на левый берег. ВСУ высадились силами ССО и завязали бой, отвлекли части, успели переправится и провели, как утверждается, успешную десантную операцию. На деле же, им дали такую возможность, чтобы на маленьком участке зажать новые развернутые соединения и уничтожать при помощи авиации и артиллерии.
ЭТО МЫ
 им
навязываем
 свою стратегию,
а не они нам
.
2.
Ответ на вопрос
, почему мы их не прогнали предельно прост: пока мы можем уничтожать части 35,36,38 бригад морской пехоты на левом берегу с помощью артиллерии - мы будем этого и добиваться, чтобы не терять своих людей. Каждый 2 подписчик Z-каналов, видел на что похож н.п.
Крынки
. Наша пехота в случае ухода противника с
Крынок
 будет постоянно обстреливаться из ствольной, реактивной и гаубичной артиллерии с правого берега Днепра, по этому мы и не отбиваем населенный пункт, главная задача пехотинцев, которые держат оборону, это не допустить выхода противника в лес под
Крынками
 и не дать ему там закрепиться.
3.
Постоянный раздув "инфошоков"
 от уже наших правдолюбов лишь идет плюсиком для украинских ципсо-опонентов, потому что
их бойцы
, в отличие от наших,
сидят там в полной изоляции от систем массовой информации
. Некоторые боевики ВФУ после сдаче в плен говорят, что им перед выходом на задачу рассказывают, что
они будут сидеть не на ЛБС
, а на
третей

линии

фронта
, а
первая
 вообще где-то в районе н.п.
Новая Маячка
, до которой якобы уже
дошли В
Ф
У
. Поэтому они так бесстрашно и переходят Днепр, а потом сидят
 под ФАБами в Крынках
, из который пути назад нет.
Лодочки уезжают обратно
, увозя с собой только средней тяжести трехсотых,
поэтому спасающиеся бойцы выходят на наши позиции, где их принимают под белые рученьки.
Источник


[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]
Колумбия не будет поставлять Украине советскую военную технику
«Ни одна единица российской техники, в каком бы состоянии она ни находилась на нашей территории, не будет использована в этом конфликте», — заявил президент Колумбии Густаво Петро
.

Было бы неплохо, если Колумбия не поставляла Зеленскому и его компании "колумбийские вкусняшки"
😏
Россия сейчас - подписаться


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

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

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

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

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

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

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

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

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

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

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

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

### Training your Classifier

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

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

[User]
У бывших «оппозиционных» политиков и журналистов Украины - праздник. Появился новый шарик, в который можно вцепиться стертыми зубками - Арестович. Потому что уехал.
До этого главным раздражителем была я.
И вот уже порохоботы и бывшие «ватники» поучают: мол, не хватило смелости остаться в стране.
На самом деле, банально завидуют. Потому что им, в отличии от меня, не хватило смелости. Хватило жадности. Дело, как бы по-мещански, простите, не звучало,  - тупо в квартире в Киеве (жалко). Ну и еще бояться выйти из зоны комфорта.
Те, кто до 24 февраля кусал Зеленского, называя его наркоманом, дилетантом и т д.. уже полтора года как вынуждены прислуживать власти. Которую так ненавидят. Речь о всех - от клоуна Гончаренко до редакторов псевдоппозиционных изданий. Всем приходится договариваться с Офисом Президента. Наступая на горло амбициям, совести, эго.
Иначе - уголовное дело. В лучшем случае.
Поэтому такие как я или Арестович для приспособленцев - как белый свет для вампира.
Потому что сделали то, на что они не решались.
Свобода ГОВОРИТЬ - главное, что у меня есть. У них - нет.
Потому что  говорить правду об Украине сегодня можно только за ее пределами.
Я знаю, что такое уезжать из страны навсегда. Оставлять прошлую жизнь, имущество и т д. Сложно. Но еще сложнее - жить и врать себе и людям.
P.S. В следующем политическом цикле руководить Украиной будет тот, кто сейчас за ее пределами. (Не благодарите)


[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]
Украинские источники подтверждают атаку на мост в Затоке, но ... утверждают, что он давно не используется.
Ага, конечно, "тупые русские ударили по неработающему мосту". Но подобный разгон темы говорит о том, что мост работать теперь точно не будет!!!


[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]
Армия обороны Израиля за последние сутки провела точечную ликвидацию групп террористов в Иудеи и Самарии. Всего было уничтожено 17 боевиков, среди которых и командир группы - Саиб аль-Аул – активист "Исламского джихада" (иранские прокси). На фото - вот этот пузатый дядька. Со стороны армии Израиля потерь нет.
@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]
Конфликт между президентом Зеленским и главкомом ВСУ Залужным, касательно тактики ведения боевых действий против РФ никуда не делся. Об этом свидетельствует публикация
Bild
, в которой немецкие журналисты подводят итоги первых двух недель контрнаступления ВСУ.
В частности, в издании отмечают, что само контрнаступление ВСУ продвигается "мучительно медленно": "освобождено восемь небольших сел и чуть более 120 квадратных километров земли, а "панического отступления русских не будет". При этом Украина платит "высокую цену за небольшие успехи", ежедневно теряя в наступательной операции погибшими и раненными около сотни человек.
"Киев при этом признает, что находится в "сложной" ситуации, поскольку русские переходят в наступление. Совершенно непонятно, почему Украина не развертывает большую часть своих лучших бригад, которые месяцами вооружались Западом и обучались, в том числе, в Германии?",
 — говорится в материале.
Впрочем, сам же Bild и отвечает на поставленный вопрос, указывая, что некоторые эксперты подозревают в "нерешительности" Украины политические разногласия. Известно, например, что президент Владимир Зеленский настаивает на подвижках на фронте, а начальник Генштаба Валерий Залужный предпочитает дождаться, когда в стране начнут действовать западные истребители (прежде всего американские F-16).
Немецкое издание подчеркивает, что "размолвка" между Зеленским и Залужным может окончиться своеобразным "компромиссом" между политическим и военным руководством страны, при котором Украина переходит в наступление. Правда, с ограниченными ресурсами и более тактическими целями.


[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]
⚡
Головні новини АМКУ
за тиждень (03.04 — 09.03):
ℹ
Рішення та позиції АМКУ:
▫
Відбулася
презентація
 Державної антикорупційної програми-2023-2025
▫
Комітет
надав дозвіл
 на управління майном (активами) ПрАТ «ВІННИЦЯПОТБУТХІМ»
▫
Щодо ТОВ «Іоніті»
розпочато справу за
 ознаками порушення законодавства про захист від недобросовісної конкуренції
▫
Держдопомога на літакобудування. В АМКУ
відбулася нарада
 з Мінстратегпромом
🌐
Новини МТВ АМКУ:
▪
Західне МТВ АМКУ розпочало справу:

➡
щодо
ПП «Новбуд» і ПП «Ліс-буд
» за ознаками змови на закупівлі ремонту набережної Дністра у Галичі.

➡
щодо
дій Івано-Франківської міськради
 у зв'язку зі встановленням не перезбачених законодавством вимог на розміщення тимчасових споруд.
▪
Західне МТВ викрило змову:

➡
між ТОВ «Екомедтест» та ТОВ «МедБіоАльянс»
 під час закупівлі
 Тест системи для ІФА діагностики, які проводив Центр з профілактики та боротьби із СНІДом міста Ужгород.
➡
між ТОВ «ДИНАМО ІНВЕСТ» та ФОП Карімовим Ігорем Андрійовичем
під час закупівлі
 облаштування покриття на спортмайданчику у сквері ім. Джона Ленона у Львові.
▪
Південне МТВ АМКУ
встановило змову між
 ТОВ «ТВК ЛЕП Груп» та ТОВ «ВУД КУЛЬТУРА» під час закупівлі АТ «Миколаївобленерго» кабельно-провідникової продукції.
▪
Східне МТВ АМКУ:
➡
надало АТ «Полтаваобленерго»
рекомендації
 щодо умов для приєднання електроустановок до мереж.

➡
винесло
рішення щодо
 дій Глобинської міськради у сфері визначення надавачів послуг з оцінки земельних ділянок.

➡
визнало
порушенням бездіяльність сільради
 на Полтавщині, яка не провела конкурс на визначення виконавця послуг з вивезення побутових відходів.
▪
Північне МТВ АМКУ викрило змови:
➡
між
двома компаніями
 під час закупівлі охоронних послуг.
➡
між двома ФОПами
на закупівлі дитячих речей
 першої необхідності при народженні дитини, яка проводилась Департаментом соціальної політики Черкаської міської ради.
▪
Неукладання договору з переможцем конкурсу та дискримінаційні кваліфікаційні вимоги до учасників тендеру щодо вивезення твердих побутових відходів: Північне МТВ АМКУ
встановило порушення
 в діях Звягельської міської ради.


[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]
СПАСИТЕЛЬНАЯ ВЗАИМОВЫГОДА
Зеля поручил сменить военкомов. Действующих отправить на фронт взамен раненых. Почему это очередной пиар-ход, а изменений не предвидится
❓
🤔
Дело в том, что некоторые военкомы за год выбили себе иммунитет и стали неприкасаемыми.
🤷♂
Речь идёт про тех, кто выдавал белые билеты детям чиновников. Об этом рассказал экс-нардеп
Игорь Мосийчук
.
По его словам, именно по этом причине ничего не боится прославившийся
Евгений Борисов
 из Одесской области. Тот самый,
который купил Гелендваген и элитную недвижимость в Испании
.
"
Борисов
 сделал такое количество белых билетов детям чиновников (депутатов, министров, чиновников ОП) из Киева, что считает себя памятником, который никто не посадит",
— отмечает
Мосийчук
.
Пока рука руку моет, остальным украинцам - добро пожаловать на фронт. Камуфляж и автоматы ждут.


[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]
Навіть на війні, українські захисники не забувають допомагати хвостатим
👍
Спецпідрозділ <Вихор>
Третя Сила


[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]
Наместник Киево-Печерской Лавры Павел сегодня утром получил подозрение от СБУ, сейчас в его доме проходит обыск.
Об этом сообщил сам Павел в видеообращение. По его словам, его обвиняют в совместной работе с РФ и в разжигании религиозной розни. Также, по словам наместника, ему заявили, что он "проклинал детей президента".
"Никого я не проклинал. Но я сказал слова Евангелия, что наши слезы не упадут на землю, а упадут на головы тех, кто вызвал эти беспорядки", - ответил  митрополит Павел.
Речь, видимо, идет о видеообращении Павла, в котором он упомянул семью Зеленского.
Также опубликовано видео, как наместник Лавры подписывает некий документ, а сзади стоят сотрудники СБУ.
После вручения подозрения наместнику Лавры Павлу, его корпус в монастыре оцепили полицейские. Туда не подпускают верующих.


[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]
Початок санкцій проти російської атомної галузі ми заклали у листопаді документом групи Макфола-Єрмака.
Завдяки постійній роботі з партнерами Європаламент проголосував за відмову від російського уранового палива. Далі мають бути санкції проти "Росатому". Україна їх запровадила.
Що потрібно зробити:
- заморозити будь-які нові контракти з "Росатомом" на послуги зі збагачення або переробки;
- заморозити будь-які нові контракти на будівництво атомних
електростанцій;
- виключити "Росатом"з Глобального договору;
- встановити контроль над інвестиціями "Росатома" в західних
країнах з міркувань національної безпеки;
- виключити "Росатом" з усіх міжурядових угод та угод щодо дослідницьких проектів;
- поставити за мету зменшити
залежність від "Росатому" ядерних операторів.
І ми це зробимо. Добити рф - важлива мета, щоб перемогти у війні.