Sarcasm Detection on SemEval 2018
71.4AccuracyWM-SAR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| WM-SAR2025.12 | 71.4 | 71.4 | |
| BERTmode=fine-tuned2025.12 | 70.7 | 69.4 | |
| GPT-4.1-miniprompting=zero-shot2025.12 | 69.9 | 69.8 | |
| GPT-4.1-miniprompting=BoC2025.12 | 69.9 | 69.7 | |
| GPT-4.1-miniprompting=CoC2025.12 | 69.3 | 67.6 | |
| DC-Net2025.12 | 67.5 | 67.5 | |
| GPT-4.1-miniprompting=GoC2025.12 | 66 | 65 | |
| CAF-I2025.12 | 65.7 | 63.8 | |
| MIARN2025.12 | 65.2 | 65 | |
| SAWS2025.12 | 61 | 60 | |
| RAM-SDuse_rag=true2026.01 | 0.863 | 0.871 | |
| RAM-SDuse_rag=false2026.01 | 0.8094 | 0.809 | |
| CAF-I2026.01 | 0.8073 | 0.7999 | |
| DC-Net2026.01 | 0.763 | 0.767 | |
| GPT-4o+CoCprompt_strategy=zero-shot, reasoning_strategy=CoC2026.01 | 0.7079 | 0.706 | |
| RoBERTa2026.01 | 0.702 | 0.691 | |
| SAWS2026.01 | 0.699 | 0.689 | |
| BERT2026.01 | 0.699 | 0.684 | |
| MIARN2026.01 | 0.685 | 0.678 | |
| GPT-4o+GoCprompt_strategy=zero-shot, reasoning_strategy=GoC2026.01 | 0.6591 | 0.6503 | |
| IDADP2026.01 | 0.6531 | 0.6528 | |
| GPT-4o+BoCprompt_strategy=zero-shot, reasoning_strategy=BoC2026.01 | 0.6488 | 0.6392 | |
| GPT-4oprompt_strategy=zero-shot2026.01 | 0.6403 | 0.6317 | |
| GPT-4o+CoTprompt_strategy=zero-shot, reasoning_strategy=CoT2026.01 | 0.5811 | 0.5576 |