[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 Житомирской области военкомы пришли прямо домой к украинцу, у которого многочисленные проблемы со здоровьем. По словам мужчины, ему недавно сделали операцию на глазу из-за катаракты. К тому же, у него еще порок сердца. Сотрудники ТЦК на человека давить не стали и ушли ни с чем
🤷♂


[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]
мопед начебто вже впав
 до речі великий респект усім бійцям та пілотам, які збивали цю хрень усю ніч
 титанічна робота сьогодні вночі
 в принципі як завжди
 чекаємо відбоїв
Взято у
@vanek_nikolaev
Переклав
@vanek_nikolaev_ukr


[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]
«И. о. наместника Лавры ПЦУ» Авраамий Лотыш - сотрудник заповедника, который получает там заработную плату.
«На данный момент не заключено ни одного договора между Заповедником и монастырем ПЦУ, а сам архимандрит Аврамий (Лотыш) является штатным сотрудником Заповедника, который выплачивает ему заработную плату, хотя братия Лавры никогда не получали никаких государственных зарплат. В связи с этим архимандрит Аврамий (Лотыш) имеет доступ к опечатанным помещениям Монастыря и пользуется резиденцией Предстоятеля Украинской Православной Церкви не как «исполняющий обязанности наместника», а как рядовой сотрудник Заповедника», - сказано в сообщении пресс-службы Лавры.
https://spzh.news/ru/news/75801-lavra-lotysh-sotrudnik-zapovednika-poluchajushchij-zarplatu


[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]
Внаслідок акати БпЛА по Дніпру було уражено житловий будинок
В цей час там проживало 22 родини. 6 людей було врятовано службами ДСНС, серед них двоє дітей. На щастя, минулося без постраждалих.
🇺🇦

Підписатись


[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]
Щороку, у третю неділю травня, в Україні вшановують День пам’яті жертв політичних репресій.
Катування, розстріли невинних без суду і слідства, насильницькі депортації, фільтраційні табори, масові переслідування з політичних мотивів – здавалося, що все це з падінням радянської системи назавжди залишилося в історії. Однак, після вторгнення Росії в Україну ідеологічні спадкоємці тоталітарних режимів у Росії знову принесли ці жахіття на українську землю.
Спільно з Ukrainian Institute - Український інститут ми підготували карусель, щоб нагадати історичні факти про «Великий терор» та про політичні репресії загалом, вчинені радянським режимом, від яких постраждала Україна
👆
#памятаємо
#політичнірепресії
#биківня
Every year, the third Sunday in May, Ukraine commemorates the Day of Remembrance of the Victims of Political Repressions.
Torture, executions of innocents without a trial and investigation, forced deportations, filtration camps, persecutions for political reasons – we thought that with the fall of the Soviet Union this tragic experience was left in the past. However, after Russia invaded Ukraine, the ideological heirs of previous totalitarian regimes in Russia brought massive political repressions back to Ukraine.
Swipe the post to learn historical facts about the "Great Terror" and political repressions in Ukraine during the Soviet period.


[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]
🚧
ДТП на мосту Патона.
На великій швидкості джип пролетів відбійник і опинився на зустрічці.
Потужний затор на ділянці. Будьте обережні!
Труха
⚡
Київ
 |
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]
Момент прилёта

на Текстильщике, в результате которого
ранен мужчина 1955 года рождения
Подписаться
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Предложить новость


[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]
Трагічний день для Одеси.
💔
Внаслідок терористичної атаки ворога обірвалося життя мирних людей, серед них – двоє дітей. Ще 8 одеситів отримали травми.
Під завалами досі можуть перебувати люди, рятувальна операція продовжується.
🙏🏻
Щиро сподіваємося на якнайшвидший порятунок людей.
Висловлюємо співчуття рідним та близьким загиблих.
Країна-терорист повинна понести покарання за всі свої злочини!


[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]
🔥
Збірна України зіграла в нічию (1:1) проти Англії у відборі на Євро-2024
.
Зіграли проти лідера нашої групи та закріпилися на другому місці! Дякуємо за гру, хлопці
🥰
🇺🇦

@ukraine_golovne


[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]
Донецька область.
Робоча поїздка до нашої 17-ї танкової Бригади.
Окрім інших питань передали хлопцям ще 3 пікапа, 7 квадрокоптерів та 17 радіостанцій.
Ще раз із Днем народження Бригади, хлопці - ви найкращі!
Разом до Перемоги!


[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]
🇺🇦
🪂
 Будні десантника складаються з постійних тренувань, польових виходів, навчальних стрільб, марш-кидків, тактичної підготовки, відпрацювання штурмових дій та багато іншого.
🔺
На полігонах відточується майстерність кожного військовослужбовця і вправність дій у складі підрозділу. Так кожен відчуває лікоть і плече побратима. Так десантники вчаться перемагати!
📸
 Служба зв'язків з громадськістю 46 окремої аеромобільної бригади ДШВ ЗС України
#stoprussia

#ДШВ

#ЗСУ

#Завжди_Перші

#UkrainianAirAssaultForces
#AirAssaultForces

#WarInUkraine

#RussianAggression
#BattleOfUkrainianAirAssaultForces


[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]
З Днем Святого Валентина. Кохайтеся, чорнобриві, але не з москалями
😊
Дев‘ять років війни не заважають нам любити. Бо сила наша в єдності, коханні і нашій малечі, заради майбутнього якої ми всією нацією б‘ємося як леви на різних фронтах.
Робіть маленьких українчиків без прив‘язки до дат. Слава
🇺🇦


[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]
🧐
Організаційна культура органу влади – це основа, що міцно поєднує усіх працівників навколо спільних цінностей, принципів та завдань. Як сформувати організаційну культуру, аби в органі місцевого самоврядування маленького села і в органі центральної виконавчої влади службовці рухалися синхронно?
👉
Про це та інше розповідаємо у Посібнику з формування організаційної культури на публічній службі або як скласти пазл вашої організаційної культури (
https://bit.ly/3J1Sa69
). Його було презентовано під час під час круглого столу «Трансформація культури публічної служби:4» (
http://bit.ly/3j2fpCo
).
🙌
Тут є теоретична основа,  яка допоможе зрозуміти сенс організаційної культури. Втім, в переважній більшості, ви знайдете практичні кейси, історії з життя публічних службовців та алгоритми дій, які стануть у нагоді і керівникам, і працівникам HR-підрозділів, і публічним службовцям.


[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]
ПЗДЦ: напоили 7-летнего ребенка алкашкой
 в Кривом Роге
.
На остановке заметили юного мальчика, который с подачи
родственников
 глушит алко. При этом женщины говорят, что напиток якобы безалкогольный и вкусный
🤦🏼♂
Яжемать наоборот
🤬
Труха
⚡
Днепр
 |
Прислать новость


[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]
Зараз телеграм весь публікує
статтю про те що підари готуються наступати,
 можу сказати про те що по всій лінії фронту підари наступають, ми в обороні,
 декуди маємо локальні контратаки. Ніякого наступу не буде, західні ЗМІ хайпують на війні в Україні.
Фільтруйте будь ласка інформацію.


[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 Мелитополе снова зафиксирована неисправность автомобиля.
💥
Мелитопольцы сообщают о взрыве авто на проспекте Б.Хмельницкого. Сразу же на место выехали скорые.
У какого изменника на этот раз короткое замыкание в машине, уточняем, сообщает мэр города


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

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

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

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

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

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

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

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

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

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

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

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

### Training your Classifier

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

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

[User]
🎉
Переможцем конкурсу на посаду Голови НАЗК став Віктор Павлущик
Конкурсна комісія з відбору на посаду Голови НАЗК сьогодні оголосила переможцем конкурсу Віктора Павлущика. За його кандидатуру проголосували всі шість членів комісії.
Очікуємо на відповідне рішення Уряду.
Наразі Віктор Павлущик старший детектив - керівник відділу детективів Національного антикорупційного бюро України.
Конкурсна комісія визначила, що
Віктор Павлущик
 має найкращі професійний досвід, знання і якості для виконання посадових обов’язків Голови НАЗК, а також відповідає критеріям компетентності та доброчесності.
#конкурс


[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 российских пропагандистов истерики после ликвидации
"
военкора
"
 Татарского. Они угрожают украинцам
Маргарита Симоньян: "Ну, что? Забудем? Простим?"
Тина Канделаки: "Когда страна начнет отвечать? У террористов есть свет, вода, работают железные дороги, рестораны, интернет, руководители убийц ездят с телекамерами по стране".
Илья Янсен: "Нам нужен террор, какого не видел мир... Нам нужно чтобы всякий заукраинец в рф боялся выйти из комнаты... А Украина должна в этот момент полыхать и выть воем сотен и тысяч вдов в тылу".
Александр Дугин: "Любой плевок в погибшего героя — оскорбление родины... Говорите и пишите только в том случае, если готовы заплатить за слова жизнью".
Алексей Живов: "Вы думаете твари, если вы убьете одного из нас, двоих, троих, что-то изменится?! Изменится только то, что мы с вас начнём кожу сдирать живьём... Клянусь, мы закончим в Киеве, а наши враги будут болтаться на столбах".
Антон Красовский: "Как же я ненавижу всю эту либеральную сволочь! (о реакции СМИ на убийство Татарского)".
Егор Холмогоров: "Жизнь в Киеве и приравненных к нему х*хлобадах должна превратиться в ад".
Так что там, в войне виноват только путин?
Остаться с нами в Телеграм
 |
Восхититься нашим YouTube


[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]
#нампишуть
❗
Був вибух у
Крюківщині.
 Попередньо чоловік
підірвав гранату
. Ніби є жертва. На місці усі служби. Вул.
📍
Примаченко.
UPD
: як повідомляють очевидці це не Крюківщина, а
Вишневе
UPD
: нам підтвердили, що чоловік загинув. Йому було 47 років.
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