Misinformation Correction on MisinfoCorrect
97PolitenessControlled-Literacy
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Controlled-LiteracyModel=LLaMA-8B, Literacy Level=high2025.09 | 97 | 0 | 75 | 100 | |
| Controlled-LiteracyModel=LLaMA-8B, Literacy Level=low2025.09 | 92 | 0.78 | 75 | 100 | |
| Controlled-LiteracyModel=LLaMA-1B, Literacy Level=high2025.09 | 92 | 0 | 68 | 81 | |
| RAGModel=LLaMA-8B, Literacy Level=low2025.09 | 86 | 0.98 | 75 | 99 | |
| Controlled-LiteracyModel=LLaMA-8B, Literacy Level=Avg.2025.09 | 86 | 0.56 | 75 | 100 | |
| Controlled-LiteracyModel=LLaMA-1B, Literacy Level=low2025.09 | 84 | 4.54 | 68 | 74 | |
| Instructional PromptModel=LLaMA-1B, Literacy Level=high2025.09 | 82 | 0.14 | 68 | 78 | |
| Controlled-LiteracyModel=LLaMA-1B, Literacy Level=Avg.2025.09 | 79 | 1.86 | 69 | 75 | |
| Controlled-LiteracyModel=Qwen-7B, Literacy Level=low2025.09 | 78 | 2.32 | 75 | 100 | |
| Controlled-LiteracyModel=Qwen-7B, Literacy Level=high2025.09 | 77 | 0 | 75 | 100 | |
| Instructional PromptModel=LLaMA-1B, Literacy Level=low2025.09 | 73 | 12.41 | 64 | 62 | |
| RAGModel=LLaMA-8B, Literacy Level=medium2025.09 | 72 | 1.49 | 75 | 100 | |
| Controlled-LiteracyModel=LLaMA-8B, Literacy Level=medium2025.09 | 68 | 0.89 | 75 | 100 | |
| Instructional PromptModel=LLaMA-1B, Literacy Level=Avg.2025.09 | 67 | 9.46 | 64 | 71 | |
| Controlled-LiteracyModel=Qwen-7B, Literacy Level=Avg.2025.09 | 66 | 1.18 | 75 | 100 | |
| RAGModel=LLaMA-8B, Literacy Level=Avg.2025.09 | 64 | 0.87 | 75 | 99 | |
| Controlled-LiteracyModel=LLaMA-1B, Literacy Level=medium2025.09 | 61 | 1.05 | 72 | 70 | |
| RAGModel=Qwen-7B, Literacy Level=low2025.09 | 59 | 3.96 | 75 | 97 | |
| RAGModel=Qwen-7B, Literacy Level=Avg.2025.09 | 53 | 2.94 | 75 | 98 | |
| RAGModel=Qwen-7B, Literacy Level=medium2025.09 | 52 | 4.84 | 75 | 96 | |
| RAGModel=Qwen-7B, Literacy Level=high2025.09 | 49 | 0.02 | 74 | 100 | |
| Instructional PromptModel=LLaMA-1B, Literacy Level=medium2025.09 | 47 | 15.82 | 59 | 72 | |
| Instructional PromptModel=Qwen-7B, Literacy Level=medium2025.09 | 45 | 4.74 | 74 | 97 | |
| RAGModel=LLaMA-1B, Literacy Level=low2025.09 | 43 | 15.53 | 53 | 68 | |
| Controlled-LiteracyModel=Qwen-7B, Literacy Level=medium2025.09 | 43 | 1.23 | 75 | 99 | |
| Instructional PromptModel=LLaMA-8B, Literacy Level=medium2025.09 | 42 | 2.94 | 75 | 98 | |
| Instructional PromptModel=LLaMA-8B, Literacy Level=low2025.09 | 41 | 2.17 | 75 | 98 | |
| Instructional PromptModel=Qwen-7B, Literacy Level=high2025.09 | 38 | 0.02 | 74 | 100 | |
| Instructional PromptModel=Qwen-7B, Literacy Level=Avg.2025.09 | 38 | 2.6 | 74 | 96 | |
| Instructional PromptModel=LLaMA-8B, Literacy Level=Avg.2025.09 | 37 | 1.74 | 75 | 98 | |
| RAGModel=LLaMA-1B, Literacy Level=Avg.2025.09 | 37 | 7.21 | 41 | 74 | |
| RAGModel=LLaMA-1B, Literacy Level=medium2025.09 | 36 | 5.59 | 48 | 79 | |
| RAGModel=LLaMA-8B, Literacy Level=high2025.09 | 34 | 0.13 | 74 | 97 | |
| RAGModel=LLaMA-1B, Literacy Level=high2025.09 | 33 | 0.51 | 49 | 76 | |
| Instructional PromptModel=Qwen-7B, Literacy Level=low2025.09 | 31 | 3.04 | 74 | 91 | |
| Instructional PromptModel=LLaMA-8B, Literacy Level=high2025.09 | 29 | 0.11 | 75 | 99 |