Long-form Ambiguous Question Answering on ALCE ASQA
47.51str-emMASS-RAG-Qwen3 8B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MASS-RAG-Qwen3 8BRetrieval Strategy=Proposed2026.04 | 47.51 | 37.4 | 53.5 | |
| MASS-RAG-Llama3 8BRetrieval Strategy=Proposed2026.04 | 47 | 35.2 | 55.2 | |
| Qwen3 8BRetrieval Strategy=Training-free retrieval2026.04 | 46.1 | 35.7 | 16.1 | |
| MASS-RAG-Mistral 7BRetrieval Strategy=Proposed2026.04 | 41.6 | 37.1 | 69.8 | |
| MAIN-RAG-Llama3 8BRetrieval Strategy=Training-free retrieval2026.04 | 39.2 | 42 | 70.6 | |
| Llama3 8BRetrieval Strategy=Training-free retrieval2026.04 | 37.1 | 36.5 | 63 | |
| MASS-RAG-Llama2 7BRetrieval Strategy=Proposed2026.04 | 36.2 | 33.3 | 20.94 | |
| MAIN-RAG-Mistral 7BRetrieval Strategy=Training-free retrieval2026.04 | 35.7 | 36.2 | 60 | |
| Mistral 7BRetrieval Strategy=Training-free retrieval2026.04 | 32.4 | 34.8 | 54.3 | |
| Llama2-FT 7BRetrieval Strategy=Training-based retrieval2026.04 | 31 | 35.8 | 51.2 | |
| Self-RAG 7BRetrieval Strategy=Training-based retrieval2026.04 | 30 | 35.7 | 74.3 | |
| Llama3 8BRetrieval Strategy=Without retrieval2026.04 | 19.4 | 30.3 | 54.3 | |
| Llama2 13BRetrieval Strategy=Training-free retrieval2026.04 | 16.3 | 20.5 | 24.7 | |
| Llama2 7BRetrieval Strategy=Training-free retrieval2026.04 | 16.2 | 23.4 | 33.1 | |
| Mistral 7BRetrieval Strategy=Without retrieval2026.04 | 11.2 | 18.1 | 27.6 | |
| Llama2 7BRetrieval Strategy=Without retrieval2026.04 | 7.9 | 15.3 | 19 | |
| Llama2 13BRetrieval Strategy=Without retrieval2026.04 | 7.2 | 12.4 | 16 |