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Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek

# Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek

Aizhi Chen PhD updated on Oct 2 2025

See our [ethical norms](https://www.aizhichen.com/ethical-norms.html) for achieving precise labeling of emotions and sentiments as well as detecting irony, hatefulness, and offensiveness remains a challenge requiring further testing and refinement.

We benchmark eight LLMs:
- Claude 35
- Claude 37
- ChatGPT 4o
- ChatGPT 45
- ChatGPT 5o
- DeepSeek V3
- Grok 4
- Grok 4ac

Across five key sentiment-related tasks:

| Task | Model | Overall Accuracy |
| --- | --- | --- |
| Sentiment | Claude Sonnet 37 | 79% |
| Hatefulness | Claude Sonnet 35 | 98% |
| Offensiveness | GPT 5 Auto | 80% |
| Sentiment | ChatGPT 4o | 75% |
| Hatefulness | Grok 4 | 71% |
| Irony | DeepSeek V3 | 76% |

## Introduction

Sentiment Analysis Benchmark Testing ChatGPT Claude & DeepSeek

Aizhi Chen PhD updated on Oct 2 2025

See our [ethical norms](https://www.aizhichen.com/ethical-norms.html) for achieving precise labeling of emotions and sentiments as well as detecting irony, hatefulness, and offensiveness remains a challenge requiring further testing and refinement.

We benchmark eight LLMs:
- Claude 35
- Claude 37
- ChatGPT 4o
- ChatGPT 45
- ChatGPT 5o
- DeepSeek V3
- Grok 4
- Grok 4ac

Across five key sentiment-related tasks:

| Task | Model | Overall Accuracy |
| --- | --- | --- |
| Sentiment | Claude Sonnet 37 | 79% |
| Hatefulness | Claude Sonnet 35 | 98% |
| Offensiveness | GPT 5 Auto | 80% |
| Sentiment | ChatGPT 4o | 75% |
| Hatefulness | Grok 4 | 71% |
| Irony | DeepSeek V3 | 76% |

## Conclusion

Sentiment Analysis Benchmark Testing ChatGPT Claude & DeepSeek

Aizhi Chen PhD updated on Oct 2 2025

See our [ethical norms](https://www.aizhichen.com/ethical-norms.html) for achieving precise labeling of emotions and sentiments as well as detecting irony, hatefulness, and offensiveness remains a challenge requiring further testing and refinement.

We benchmark eight LLMs:
- Claude 35
- Claude 37
- ChatGPT 4o
- ChatGPT 45
- ChatGPT 5o
- DeepSeek V3
- Grok 4
- Grok 4ac

Across five key sentiment-related tasks:

| Task | Model | Overall Accuracy |
| --- | --- | --- |
| Sentiment | Claude Sonnet 37 | 79% |
| Hatefulness | Claude Sonnet 35 | 98% |
| Offensiveness | GPT 5 Auto | 80% |
| Sentiment | ChatGPT 4o | 75% |
| Hatefulness | Grok 4 | 71% |
| Irony | DeepSeek V3 | 76% |

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
4. Table of contents

## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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3. Conclusion
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## Table of contents

1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
2. Introduction
3. Conclusion
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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1. Sentiment Analysis Benchmark Testing: ChatGPT, Claude & DeepSeek
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