Claim Verification on Claim verification dataset
74.92PrecisionGEMINI + DACLR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GEMINI + DACLRBase Model=Gemini 1.5 Flash, Retrieval Method=DACLR, Number of retrieved evidences (Top-k)=102026.05 | 74.92 | 70.01 | 72.38 | |
| GPT-4o + DACLRBase Model=GPT-4o, Retrieval Method=DACLR, Number of retrieved evidences (Top-k)=102026.05 | 74.88 | 69.43 | 72.05 | |
| GEMINI + MARVELBase Model=Gemini 1.5 Flash, Retrieval Method=MARVEL, Number of retrieved evidences (Top-k)=102026.05 | 72.34 | 67.82 | 70.01 | |
| GEMINI + CIEABase Model=Gemini 1.5 Flash, Retrieval Method=CIEA, Number of retrieved evidences (Top-k)=102026.05 | 72.17 | 68.35 | 70.21 | |
| GEMINIBase Model=Gemini 1.5 Flash2026.05 | 71.53 | 66.12 | 68.72 | |
| GPT-4o + CIEABase Model=GPT-4o, Retrieval Method=CIEA, Number of retrieved evidences (Top-k)=102026.05 | 71.36 | 68.93 | 70.12 | |
| GPT-4o + MARVELBase Model=GPT-4o, Retrieval Method=MARVEL, Number of retrieved evidences (Top-k)=102026.05 | 70.82 | 67.25 | 68.99 | |
| GPT-4oBase Model=GPT-4o2026.05 | 70.39 | 65.74 | 67.99 | |
| LLaVa + DACLRBase Model=LLaVA-V1.5-7B, Retrieval Method=DACLR, Number of retrieved evidences (Top-k)=102026.05 | 65.07 | 64.18 | 64.62 | |
| LLaVa + CIEABase Model=LLaVA-V1.5-7B, Retrieval Method=CIEA, Number of retrieved evidences (Top-k)=102026.05 | 65.05 | 64.12 | 64.58 | |
| LLaVa + MARVELBase Model=LLaVA-V1.5-7B, Retrieval Method=MARVEL, Number of retrieved evidences (Top-k)=102026.05 | 64.97 | 63.27 | 64.11 | |
| LLaVaBase Model=LLaVA-V1.5-7B2026.05 | 64.93 | 63.22 | 64.06 |