Question Answering on MS-MARCO (ASR, RSR, PPL)
85ASRAuthChain
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AuthChainModel=Llama3-70B2025.05 | 85 | — | — | |
| AuthChainModel=GPT-42025.05 | 84 | — | — | |
| AuthChainModel=GPT-4o2025.05 | 84 | — | — | |
| AuthChainModel=Deepseek-V3-03242025.05 | 83 | — | — | |
| AuthChainModel=Llama3-8B2025.05 | 79 | — | — | |
| AuthChainModel=GPT-3.52025.05 | 74 | — | — | |
| AuthorityModel=Llama3-70B2025.05 | 69 | — | — | |
| AuthorityModel=Deepseek-V3-03242025.05 | 67 | — | — | |
| AuthorityModel=Llama3-8B2025.05 | 64 | — | — | |
| CoEModel=Llama3-70B2025.05 | 62 | — | — | |
| CoEModel=Deepseek-V3-03242025.05 | 62 | — | — | |
| CoEModel=Llama3-8B2025.05 | 61 | — | — | |
| PRAGModel=Deepseek-V3-03242025.05 | 57 | — | — | |
| CoEModel=GPT-4o2025.05 | 54 | — | — | |
| PRAGModel=Llama3-70B2025.05 | 54 | — | — | |
| AuthorityModel=GPT-3.52025.05 | 53 | — | — | |
| CoEModel=GPT-3.52025.05 | 52 | — | — | |
| CoEModel=GPT-42025.05 | 49 | — | — | |
| AuthorityModel=GPT-42025.05 | 48 | — | — | |
| HRAGModel=Deepseek-V3-03242025.05 | 48 | — | — | |
| PRAGModel=GPT-3.52025.05 | 47 | — | — | |
| HRAGModel=GPT-42025.05 | 47 | — | — | |
| AuthorityModel=GPT-4o2025.05 | 47 | — | — | |
| PRAGModel=Llama3-8B2025.05 | 45 | — | — | |
| PRAGModel=GPT-42025.05 | 41 | — | — | |
| HRAGModel=GPT-3.52025.05 | 39 | — | — | |
| HRAGModel=Llama3-8B2025.05 | 39 | — | — | |
| PRAGModel=GPT-4o2025.05 | 25 | — | — | |
| HRAGModel=GPT-4o2025.05 | 25 | — | — | |
| HRAGModel=Llama3-70B2025.05 | 18 | — | — | |
| AuthChainModel=-2025.05 | — | 91 | 42.8 | |
| AuthorityModel=-2025.05 | — | 68 | 45.4 | |
| CoEModel=-2025.05 | — | 89 | 34.7 | |
| HRAGModel=-2025.05 | — | 81 | 393.2 | |
| PRAGModel=-2025.05 | — | 93 | 83.5 |