Stance Detection on KIRP-D
69.78SD F1-scoreKIRP*
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KIRP*Model Category=Our_Model, Evaluation Setting=0-shot2026.06 | 69.78 | 70.16 | 90.22 | 80.66 | 79.18 | |
| BERTweetModel Category=BERT-based, Evaluation Setting=100% training data2026.06 | 69.04 | 66.98 | 77.67 | 74.52 | 71.15 | |
| DeepSeek-V4 ToC*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 65.32 | 64.1 | 86.28 | 74.92 | 74.5 | |
| DS-ESDModel Category=LLM-based, Evaluation Setting=100% training data2026.06 | 63.62 | 62.18 | 83.59 | 70.02 | 72.6 | |
| GPT-3.5-ToC*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 63.38 | 63.86 | 86.3 | 72.77 | 72.02 | |
| DeepSeek-V4 CoT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 63.09 | 62.77 | 82.75 | 74.02 | 71.9 | |
| JointCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 62.35 | 62.32 | 85.64 | 76.91 | 73.8 | |
| GPT-3.5-CoT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 62.09 | 61.47 | 79.38 | 72.47 | 68.6 | |
| KASD-GPT*Model Category=LLM-based, Evaluation Setting=0-shot2026.06 | 61.07 | 62 | 80.52 | 68.85 | 70.32 | |
| DTCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 59.69 | 60.55 | 85.11 | 78.94 | 70.12 | |
| PT-HCL*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 59.55 | 60.81 | 87.13 | 69.6 | 72.86 | |
| RoBERTa-EnrichedModel Category=BERT-based, Evaluation Setting=100% training data2026.06 | 58.55 | 59.52 | 76.19 | 72.11 | 66.23 | |
| VTNModel Category=EK-based, Evaluation Setting=100% training data2026.06 | 57.67 | 62.9 | 66.99 | 48.54 | 63.72 | |
| MTFF*Model Category=CL-based, Evaluation Setting=0-shot2026.06 | 57.12 | 58.87 | 80.1 | 73.31 | 69.32 | |
| MT-DNNModel Category=EK-based, Evaluation Setting=100% training data2026.06 | 56.11 | 54.56 | 59.91 | 57.72 | 58.58 | |
| CKE-Net*Model Category=EK-based, Evaluation Setting=0-shot2026.06 | 55.88 | 58.04 | 63.78 | 50.75 | 60.47 | |
| ANEK*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 55.09 | 57.15 | 62.02 | 60.6 | 58.18 | |
| TGA-Net-ft*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 54.5 | 56.56 | 86.27 | 67.66 | 66.72 | |
| STCCModel Category=CL-based, Evaluation Setting=100% training data2026.06 | 54.04 | 53.67 | 75.47 | 60.06 | 64.45 | |
| TGA-Net*Model Category=BERT-based, Evaluation Setting=0-shot2026.06 | 52.68 | 55.52 | 79.82 | 67.77 | 63.18 | |
| SKETModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 50.36 | 46.58 | 37.81 | 32.42 | 42.29 | |
| TANModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 50.29 | 47.06 | 38.04 | 44.72 | 44.62 | |
| CrossNetModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 46.45 | 45.08 | 39.29 | 37.26 | 42.51 | |
| BiCondModel Category=BiLSTM-based, Evaluation Setting=100% training data2026.06 | 44.91 | 45.87 | 35.78 | 38.87 | 42.9 |