Stance Detection on WT-WT
84.78CA F1 ScoreKIRP*
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KIRP*Model Category=Our_Model, Evaluation Setting=0-shot2026.06 | 84.78 | 85.2 | 85.79 | 83.98 | 84.99 | |
| DeepSeek-V4 ToC*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 82.93 | 82.25 | 83.98 | 84.02 | 83.31 | |
| GPT-3.5-ToC*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 80.25 | 81.64 | 79.38 | 82.75 | 80.84 | |
| DeepSeek-V4 CoT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 80.07 | 81.25 | 79.57 | 83.44 | 81.29 | |
| GPT-3.5-CoT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 77.98 | 76.54 | 77.47 | 79.07 | 78.62 | |
| KASD-GPT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 75.75 | 74.99 | 79.05 | 73.28 | 75.03 | |
| DS-ESDModel Category=LLM-based, Evaluation Setting=100% training data2026.06 | 73.56 | 75.67 | 74.32 | 75.98 | 74.36 | |
| PT-HCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 73.17 | 69.25 | 75.57 | 76.11 | 73.75 | |
| JointCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 72.37 | 70.2 | 75.68 | 73.77 | 73.89 | |
| ANEK*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 70.89 | 70.01 | 72.77 | 72.33 | 71.56 | |
| TGA-Net-ft*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 65.13 | 64.27 | 66.83 | 68.98 | 67.04 | |
| TGA-Net*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 64.7 | 63.48 | 67.25 | 67.57 | 66.61 | |
| STCCModel Category=CL-based, Evaluation Setting=100% training data2026.06 | 62.78 | 65.12 | 64.84 | 62.09 | 63.77 | |
| BERTweetModel Category=BERT-based, Evaluation Setting=100% training data2026.06 | 62.73 | 58.74 | 56.38 | 60.19 | 59.21 | |
| RoBERTa-EnrichedModel Category=BERT-based, Evaluation Setting=100% training data2026.06 | 61.56 | 64.38 | 62.64 | 61.78 | 62 | |
| DTCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 60.09 | 61.8 | 66.54 | 63.91 | 62.57 | |
| VTNModel Category=EK-based, Evaluation Setting=100% training data2026.06 | 59.02 | 64.02 | 58.87 | 62.44 | 62.45 | |
| MTFF*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 58.19 | 59.99 | 64.32 | 61.27 | 60.24 | |
| CrossNetModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 57.93 | 53.77 | 64.8 | 59.18 | 58.45 | |
| MT-DNNModel Category=EK-based, Evaluation Setting=100% training data2026.06 | 57.75 | 58.65 | 57.24 | 59.27 | 58.01 | |
| CKE-Net*Model Category=EK-based, Evaluation Setting=0-shot2026.06 | 56.78 | 58.91 | 63.76 | 57.24 | 60.14 | |
| BiCondModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 55.85 | 51.79 | 63.58 | 61.75 | 56.61 | |
| TANModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 51.72 | 48.31 | 38.89 | 41.57 | 44.49 |