Stance Detection on P-Stance
92.56Trump PerformanceGemini
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GeminiCategory=Baseline (Single-Model)2026.06 | 92.56 | 86.28 | 84.07 | 87.64 | |
| GeminiCategory=SMART-D (Ours)2026.06 | 92.39 | 85.49 | 82.66 | 86.84 | |
| LlamaCategory=SMART-D (Ours)2026.06 | 89.47 | 85.73 | 82.69 | 85.96 | |
| LlamaCategory=Baseline (Single-Model)2026.06 | 89.35 | 86.85 | 83.06 | 86.42 | |
| MistralCategory=SMART-D (Ours)2026.06 | 89.22 | 85.23 | 81.99 | 85.48 | |
| GPT-4oCategory=MSME2026.06 | 88.6 | 85.6 | 84.1 | 86.1 | |
| GPT-3.5Category=MSME2026.06 | 87.7 | 84.9 | 82.8 | 85.1 | |
| DeepSeek-r1Category=MSME2026.06 | 87.1 | 84.7 | 84.5 | 85.4 | |
| COLAZero-shot=true2023.10 | 86.6 | 84 | 79.7 | — | |
| COLACategory=Zero-shot Method2023.10 | 86.6 | 84 | 79.7 | — | |
| COLACategory=Zero-shot (LLMs)2026.06 | 86.6 | 84 | 79.7 | 83.4 | |
| QwQ-32BCategory=MSME2026.06 | 85.1 | 84.3 | 83.5 | 84.3 | |
| MistralCategory=Baseline (Single-Model)2026.06 | 83.2 | 83.27 | 79.11 | 81.86 | |
| BKELCategory=Zero-shot (LLMs)2026.06 | 80.3 | 78.3 | 79.6 | 79.4 | |
| Stance ReasonerCategory=Zero-shot (LLMs)2026.06 | 79.5 | 81 | 79.6 | 80 | |
| ASGCNCategory=In-target Labeled Data Dependent Methods2023.10 | 77 | 78.4 | 70.8 | — | |
| TPDGCategory=In-target Labeled Data Dependent Methods2023.10 | 76.8 | 78.1 | 71 | — | |
| ToCCategory=Zero-shot (LLMs)2026.06 | 75.7 | 83.1 | 80.4 | 79.7 | |
| BiCondCategory=In-target Labeled Data Dependent Methods2023.10 | 73 | 69.4 | 64.6 | — | |
| CoTCategory=Zero-shot (LLMs)2026.06 | 71.4 | 80.5 | 74.1 | 75.3 | |
| BERTCategory=In-target Labeled Data Dependent Methods2023.10 | 67.7 | 73.1 | 68.2 | — | |
| Base (GPT-3.5)Category=Zero-shot (LLMs)2026.06 | 67.3 | 78.2 | 71.6 | 72.4 | |
| GPT-3.5Zero-shot=true, Chain-of-Thought=true2023.10 | 63.9 | 81.2 | 73.2 | — | |
| GPT-3.5Zero-shot=true2023.10 | 62.9 | 80 | 71.5 | — | |
| JointCLZero-shot=true2023.10 | 62 | 59 | 73 | — | |
| CrossNetCategory=In-target Labeled Data Dependent Methods2023.10 | 58 | 65 | 53 | — | |
| TOADZero-shot=true2023.10 | 53 | 68.4 | 62.9 | — |