[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]
⚛
⚛
⚛

Петро Котін: власне виробництво ядерного палива є значно вигіднішим, ніж його імпорт

Друга частина
колонки
 президента ДП «НАЕК «Енергоатом» Петра Котіна для видання «Економічна правда» про руйнування монополії росії на виробництво ядерного палива.
Загарбницька війна росії проти України загострила питання диверсифікації постачання ядерного палива для країн, в яких функціонують атомні електростанції. Світ вже має досвід відмови від російських нафти і газу, на черзі – ядерне паливо для атомних реакторів. І першою, хто спромігся це зробити, стала саме Україна.
Протягом перших днів повномасштабного російського вторгнення Енергоатом припинив будь-яку співпрацю з росатомом. Та ще до початку війни команда НАЕК взяла безповоротний курс на повну відмову від постачання ядерного палива з країни-агресорки.
✅
 З 2020 року Компанія не здійснила жодної закупівлі російського палива.
✅
 У вересні 2020 року за участі Президента України Володимира Зеленського був укладений контракт між Енергоатомом і Westinghouse щодо постачання паливних збірок для реакторів ВВЕР-440.
✅
 У вересні 2023 року паливо, виготовлене Westinghouse за участі фахівців Енергоатома, успішно завантажили у вітчизняний реактор (хоча виготовити паливо мали тільки в 2024-му).
Тож Україна стала першою та поки, на жаль, єдиною державою у світі, яка перевела енергоблоки радянської розробки (і ВВЕР-1000, і ВВЕР-440) на ядерне паливо американської компанії Westinghouse.
Якщо інші європейські держави перейдуть на вже апробоване паливо для реакторів типу ВВЕР-440, росія протягом наступних п'яти років втратить щонайменше 2 – 2,5 млрд доларів США прибутку.
Наступний етап руйнування російської монополії – налагодження виробництва компонентів тепловидільних збірок (хвостовиків і голівок для паливних касет). Завдяки власному виробництву Україна вже з 2026 року забезпечуватиме себе власним ядерним паливом на 50%. Іншу половину покриватиме Westinghouse.
Власне виробництво ядерного палива є значно вигіднішим, ніж його імпорт. І важливою є не лише ціна.
Серед переваг:
✅
 додаткові надходження до бюджету України,
✅
 нові робочі місця,
✅
 сучасне високотехнологічне виробництво.
Продовження – у наступних постах.
epravda.com.ua/columns/2023/11/21/706830
#новини_компанії

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[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]
- Коварные диверсанты не только вторглись  на территорию Брянской области, но и успели установить там свои вражеские цены на яблоки - 250₽ за килограмм, а также поднять тариф  ЖКХ на 30%.
Sasha Israel Shwartz
.)


[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]
Я не прихильник теорій змов. Навпаки прихильник фрази "не треба пояснювати всесвітньою змовою звичайне розпіздяйство". Але поведінку наших "партнерів", на фоні всього, що відбувається, важко пояснити чимось іншим як "змовою".
По-перше, брак підтримки нас розпалює апетит путіна і його готовність воювати скільки зможе. Це суперечить намірам схилити його до миру, через не можливість нас перемогти.
По-друге, брак цієї підтримки підриває наші стратегічні спроможності. Ми втрачаємо найважливіше людей. Зброя надана нам в умовах браку людей не буде працювати. Це завдає шкоди перспективі нашої перемоги і поразки путіна.
По-третє, брак підтримки зараз обезцінює вже всю надану нам допомогу на мільярди доларів. А також підриває довіру до західної зброї і гарантій безпеки.
Все це дуже серйозно, щоб Захід раптом став валяти неспроможного дурачка. То рішення не можуть прийняти в конгресі, то гроші знайти на снаряди, то ППО надати, то раптом всі навколо почали обговорювати мирні ініціативи без виходу орків з окупованих територій... Тому в мене вже просто немає іншого пояснення, окрім як певних закулісних домовленостей.
Якщо вони існують, то скоріше б виглядали таким чином. Орки заявили нашим партнерам, що з виходом на кордон Донецької області вони оголосять завершення СВО і готові до переговорів. Партнерам це вигідна історія, бо в повну перемогу над путіним вони вже не вірять. Тому варіант корейського сценарію, за якого не ростуть ціни на нафту, і не треба мільярди слати в Україну на війну нормальний варіант деескалації.
Я не знаю чи це так. Але факт є в тому, що партнери ведуть себе зовсім не так, як півроку назад. Орки отримали безпрецедентний аванс часу. Ми безпрецедентні втрати людей, сил, і віри в перемогу...


[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]
Морозов-Мурз был хорошо известен еще со времен ЖЖ. Мои ровесники и кто постарше помнят его еще с 2000-х.
Несмотря на явное безумие и фанатизм, он был достаточно эффективным волонтером и опасным врагом. Занимался снабжением российской армии, налаживал отсутствующую связь, открыто говорил о недостатках и проблемах.
В нормальной стране, в нормальной системе такого человека бы берегли, продвигали. Давали ему больше возможностей и ресурсов. А полоумные соратники по русскому миру травили его и довели до самоубийства просто за то, что он озвучивал неудобные для них факты.
На самом деле ничего удивительного в этом нет. Главная национальная идея нынешней России - ненависть. Русский мир - это концентрированная злоба всех ко всем вокруг. Уже на первых пророссийских митингах в 2014 в Донецке я понял, что их главный лейтмотив - именно ненависть. Никто тогда не мог четко сформулировать требований и плана действий. Всех выступающих объединяло одно - ненависть. К Майдану, Киеву, Украине, Западу. Ко всем, кто думает не так.
С первых дней войны 2014 переносчики русского мира стали жрать друг-друга. Постоянный «дружественный огонь», перестрелки, пытки на подвалах своих же товарищей. Тот же Морозов-Мурз в мае 2014, когда приехал на Донбасс, сразу попал в плен к русским казакам атамана Козицына, которые пытали его насколько дней, приняв за украинского шпиона.
Нормальный человек сразу бы понял, что из этого всего по определению не может получиться ничего хорошего. В итоге эта ненависть стала пожирать тех, кто выпустил ее из бутылки.
Я уверен, что все происходящее сейчас - только прелюдия к настоящему цунами, которое еще захлестнет всю Россию. Все эти выпущенные из тюрем зэки, маньяки, извращенцы, все эти свихнувшиеся от крови военкоры - все это еще аукнется большой всероссийской резней всех против всех, океаном крови.
@kazansky2017


[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]
⚡
⚡
⚡
ВСУ уходят из Бахмута!
ПЕРЕВОД:
Крепость Бахмут.
Украинские войска покидают город.
Только что был издан приказ об отзыве. Ожидается, что солдаты уйдут из города в течение нескольких дней. Спецназ ССО будет прикрывать их
разворот. Они будут последними, кто покинет город.
Благотворительная акция отменяется. Я надеюсь, что гражданские лица выйдут вместе с армией.
Украинские войска отступают на новые, уже
подготовленные рубежи обороны.
P.S. ждем дополнительную информацию из наших источников.


[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]
Брифінг голови Ради оборони міста Олександра Вілкула за підсумками 23 04 24

Добрий вечір, дорогі земляки! Коротко про підсумки вівторка.

- У Кривому Розі ситуація контрольована. Незважаючи на всі труднощі, наше місто продовжує працювати на перемогу над ворогом. Працюють усі служби, комунальні підприємства, лікарні та соціальні установи, школи та дитячі садки. Усі органи влади злагоджено виконують свої обов'язки.

- Місто продовжує підтримувати криворіжців у цей складний час. Продовжується виконання комплексної міської Програми соціального захисту мешканців - це прямі виплати з міського бюджету для 50 різних категорій. Жодну з виплат не скорочено і не скасовано. У 2024 році на комплексні соціальні програми підтримки криворіжців буде спрямовано близько 570 млн грн.

З початку року грошову допомогу від міста надано вже майже 7,5 тис мешканцям - на це спрямовано 64,4 млн грн. На черговому засіданні виконкому підтримані ще 27 рішень соціального напрямку. У квітні ще майже 3 тис. криворіжців отримають виплати з міського бюджету на суму 14,4 млн грн.

Особлива увага направлена на наших Захисників і Захисниць та членів їх сімей. Тому, у нашому місті впроваджуємо нову політику Героїв. Вона охоплює великий спектр соціальних допомог, включає 70 заходів різного спрямування: реабілітаційних, медичних, освітніх, соціальних. Протягом 2014-2023 років з бюджету міста на соціальну підтримку ветеранів та членів їх сімей, сімей загиблих Героїв спрямовано вже понад 1,3 млрд грн. Ще 65 мільйонів буде спрямовано цього року.

З 2024 року У Кривому Розі надається матеріальна допомога іучасникам бойових дій, які брали безпосередню участь у відсічі агресії російської федерації проти України та звільнені/демобілізовані з військової служби після 24 лютого 2022. Так, у квітні матеріальну допомогу у розмірі 5 тис. грн отримають ще 97 учасників бойових дій. А з початку року допомогу отримали вже 323 звільнених або демобілізованих учасників бойових дій.

Завжди підтримуємо і учасників бойових дій Другої світової війни. Так у квітні 10 фронтовиків та 214 криворіжців, прирівняних до учасників бойових дій і осіб з інвалідністю внаслідок Другої світової війни отримають матеріальну допомогу. Також продовжуються виплати допомог дітям з інвалідністю та особам з інвалідністю з дитинства. Взагалі, з початку року на виплату їм матеріальних допомог з міського бюджету спрямовано 12,3 млн грн.

- Також триває перша у цьому році «хвиля» видачі безкоштовних продуктових наборів від міста. Понад 25 тисячі сімей криворіжців із 20 категорій отримають набори. Всі пункти видачі, а їх 25 у всіх районах міста та мобільні пункти видачі у віддалених селищахпрацюють. А соціальні працівники доставляють набори додому тим, хто має обмежені можливості. За два дні видано вже понад 8588 наборів. А з початку повномасштабної агресії місто видало вже більше ніж 571 тисяча продуктових наборів. Потім, поетапно, будуть нові "хвилі". Цього року буде видано до 300 тисяч продуктових наборів.

- Щодо обстановки на нашому напрямку фронту, то за даними Генштабу ЗСУ наші воїни продовжують завдавати окупаційним військам втрат у живій силі та техніці. За даними оперативного командування "Південь" минулої доби втрати ворога склали 99 окупантів і 58 одиниць озброєння та військової техніки, з них: 23 одиниці авто-бронетехніки; 12 гармат; 3 міномети; 2 станції РЕБ.

- На нашому напрямку у Нікопольському районі ворог атакував з артилерії, дронами-камікадзе та БпЛА Нікополь, Марганецьку, Мирівську та Покровську громади. Постраждали двоє людей. За попередньою інформацією пошкоджено п'ятиповерхівку, 16 приватних будинків, 5 господарських споруд, адмінбудівля, інфраструктурний об'єкт, магазин, газогін та ЛЕП. У Криворізькому районі обстрілів не було.


[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]
❗
Ми знайшли компроміси щодо певних пунктів у законопроєкті про мобілізацію.
Лубінець заявив, що вчора провів нараду з Міноборони обговорили пункти, які порушують конституцію. Права людей будуть забезпечені, додав він.
Ми з України

👋

Надіслати новину


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

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

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

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

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

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

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

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

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

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

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

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

### Training your Classifier

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

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

[User]
🙌
 Попри шалений медійний тиск, навалу ботів та армії експертів, які переконували громадськість у тому, що стратегічні активи мають залишатися в руках олігархів, ініціатива АРМА та Міноборони все ж реалізована.

💪
 Арештовані активи «Укрнафтобуріння» передано управителю - «Укрнафта».

➡
 Детальніше про процедуру передачі - за посиланням:
bit.ly/3IF8CIz


[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]
❗
російські загарбники відмовляються виконувати накази командирів
, - повідомляє Генштаб
▪
Так, 23 березня цього року, за відмову виконувати бойове завдання, було обеззброєно та доставлено до Макіївки Донецької області близько 70 осіб із підрозділів добровольчих формувань «невський» та «ветерани».
▪
 Подібний випадок стався і 25 березня, виконувати наказ відмовився особовий склад роти розвідки противника, що діє на Авдіївському напрямку.
❤

Новини України | Підпишись


[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]
Освітній омбудсмен закликав МОН припинити співпрацю з Parimatch. Так, це не жарт. Міоносвіти дійсно співпрацювало із цією конторкою азартних ігор.
Міністерство освіти і науки України та міжнародний благодійний фонд «Parimatch Foundation» підписали 16 серпня 2022 року  меморандум, який полягає в "підвищенні компетентностей та навичок освітньої діяльності, впровадження нових сервісів в освітній процес, вдосконалення інклюзивної системи освіти, поліпшення ментального та фізичного здоров’я дітей та молоді, а також популяризації впровадження сучасних програм та методик".
Із Parimatch....
Шкралет - міністр.
Ткаченко - мністр.
Граний сором.


[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]
‼

Цивільне населення росії починає бачити реальну картину війни

📌
 В
ексклюзивному інтерв’ю телеканалу CNN
 описав актуальну ситуацію у російсько-українській війні та висловив сподівання на схвальний вердикт щодо важливої військової допомоги від американського народу, про яку тривають дебати у Конгресі США:

▫
 Найважливішими із потреб Сил безпеки і оборони України залишаються артилерійські системи та боєприпаси: їхня кількість ― один із ключових факторів у війні з терористичною росією;

▫
 У безпілотних системах ми [з росіянами] більш-менш рівні, говорячи про тенденцію до дедалі масштабнішого використання на фронті різних типів БПЛА;

▫
 Штурмові літаки А-10 могли б значно підсилити Україну на передньому краї. Хоч в Америці час від часу дискутують про їхнє зняття з озброєння та заміну новішими бортами, штурмовики А-10 мають репутацію ефективних в боротьбі з бронетехнікою, здобуту, зокрема, під час війни у Перській затоці. Вони дійсно можуть допомогти завдати військової поразки росії;

▫
 На окупованих територіях України зараз перебуває понад пів мільйона російських загарбників. Утім у короткостроковій перспективі нинішній потенціал ворога навряд чи дозволить просування на лінії фронту;

▫
 Кількість атак на російську інфраструктуру, ймовірно, зростатиме. Гіпотетично, існує план, згідно з яким усе це відбувається. Гадаю, що цей план може включати усі основні об’єкти критичної та військової інфраструктури рф;
▫
 Цивільне населення росії нарешті бачить реальну картину війни. Вони бачать охоплені вогнем нафтобази, зруйновані будівлі заводів та фабрик тощо. Усе це корисно;

▫
 Війна з росією може завершитись лише в один спосіб: Встановленням справедливості ― ось як вона закінчиться; з поверненням того, що було втрачено.
@ChiefUkrDIU


[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]
До нас приїхали воїни із ПЕКЛА: Бахмута, Авдіївки, Марьянки. Представники п’яти різних бригад ДШВ:
46 ОАеМБр
71 ОЄБр ДШВ
77 ОАеМБр
79 ОДШБр
95 ОДШБр
Продовжуємо загрузку.
Дякую усім, хто допомагає!
https://youtube.com/shorts/A55_BXUAwGQ?feature=share


[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 теплій дружній атмосфері з Головою Міжнародного демократичного союзу Стівеном Харпером, колишньою президенткою Хорватії Коліндою Грабар-Кітарович та колишнім премʼєр-міністром Великої Британії Борисом Джонсоном говорили про наші спільні виклики та цінність єдності і солідарності для досягнення перемоги.
Результати української боротьби визначать долю континенту на ближчі десятиліття.
Разом ми непереможні.


[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]
⚡
Викрито схему легалізації мільйонів гривень, викрадених на тимчасово окупованих територіях
 7 млн 250 тис. гривень віз із закордону 46-річний українець, який їхав в Україну. Чоловік не зміг підтвердити законність походження коштів, зазначених у митній декларації.
Прикордонні оперативники
спільно з представниками Бюро економічної безпеки та СБУ встановили, що це вже не перший схожий випадок. У таких схем є певний алгоритм: викрадені з тимчасово окупованих територій кошти вивозять через територію росії та білорусі до країн ЄС; згодом готівку намагаються завезти в Україну та ввести в обіг для створення реальних загроз національним інтересам України.
Розслідування триває.
🇺🇦

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TikTok


[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]
Бои под Марьинкой. Наши бойцы лишают россиян танков и жизней
🤭
WTF: сообщается, что рф пытается взять город в кольцо, но пока у них это плохо получается


[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]
🇺🇦
🪂
Триматися впевнено у будь-якій стихії.

Бити ворога у вогні, небі, на землі та воді. Таке покликання у десантника, який завжди готовий визволяти свою Батьківщину.
Несподівані удари, штурми та атаки, незважаючи на шалений опір противника. Єгері 71 окремої бригади ДШВ ще раз продемонстрували — вони подолають усі перешкоди на шляху до Перемоги.
🇺🇦
🇺🇦
🇺🇦
#stoprussia

#ДШВ

#ЗСУ

#Завжди_Перші

#UkrainianAirAssaultForces
#AirAssaultForces

#WarInUkraine


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

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

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

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

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

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

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

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

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

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

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

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

### Training your Classifier

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

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

[User]
В Волновахском районе восстановили 30 домов
Меньше чем за три месяца ямальские строители восстановили 30 многоквартирных домов в Волновахском районе ДНР. Свои жилищные условия улучшили 270 семей.
Подрядчики отремонтировали 6 двухэтажных домов в Волновахе, 12 многоквартирников в селе Ближнее, 6 многоэтажек в селе Равнополь и по одному многоквартирному дому в селах Зачатовка, Ивановка, Бугас, Красновка, Хлебодаровка и Валерьяновка. Специалисты заменили кровлю, двери и окна, провели отделочные и общестроительные работы, восстановили систему отопления.
«
Дома готовы к осенне-зимнему периоду. В них 447 квартир, а проживали только в половине. Но за период работ мы видим, как люди возвращаются. Уверен, эта тенденция продолжится. Все делаем для этого
», — подчеркнул Сергей Власенко, первый заместитель директора департамента строительства и жилищной политики ЯНАО.
На завершающей стадии находятся 50 многоквартирников. Все работы идут с опережением. В планах в этом году приступить к восстановлению еще 94 домов.
@AG_DPR