Multi-class sarcasm detection on Sarc7
36.64Macro F1Gemini 2.5
Evaluation Results
| Method | Links | |
|---|---|---|
| Gemini 2.5Prompting Technique=Emotion-based2025.05 | 36.64 | |
| Claude 3.5 SonnetPrompting Technique=Few-shot2025.05 | 34.87 | |
| Claude 3.5 SonnetPrompting Technique=Emotion-based2025.05 | 34.87 | |
| Gemini 2.5Prompting Technique=Few-shot2025.05 | 32.74 | |
| GPT-4oPrompting Technique=Few-shot2025.05 | 32.55 | |
| Gemini 2.5Prompting Technique=CoT2025.05 | 31.41 | |
| Claude 3.5 SonnetPrompting Technique=0-shot2025.05 | 29.64 | |
| Llama-4 MaverickPrompting Technique=Emotion-based2025.05 | 28.41 | |
| Gemini 2.5Prompting Technique=0-shot2025.05 | 27.6 | |
| GPT-4oPrompting Technique=CoT2025.05 | 26.74 | |
| Claude 3.5 SonnetPrompting Technique=CoT2025.05 | 24.71 | |
| Llama-4 MaverickPrompting Technique=Few-shot2025.05 | 23.4 | |
| GPT-4oPrompting Technique=Emotion-based2025.05 | 22.33 | |
| Llama-4 MaverickPrompting Technique=0-shot2025.05 | 21.84 | |
| Qwen 2.5Prompting Technique=Emotion-based2025.05 | 21.24 | |
| Qwen 2.5Prompting Technique=0-shot2025.05 | 21.16 | |
| GPT-4oPrompting Technique=0-shot2025.05 | 20.89 | |
| Qwen 2.5Prompting Technique=Few-shot2025.05 | 20.75 | |
| Qwen 2.5Prompting Technique=CoT2025.05 | 20.52 | |
| Llama-4 MaverickPrompting Technique=CoT2025.05 | 20.4 |