End-to-End Question Answering on MultiHop-RAG 2-hop
45.09Exact MatchDPP Base, w/o P-Adapter
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DPP Base, w/o P-AdapterReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 45.09 | 45.49 | 46.73 | |
| Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 43.22 | 43.57 | 43.93 | |
| ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 42.52 | 42.75 | 43.69 | |
| ScalDPPReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 40.65 | 40.81 | 41.36 | |
| Standard RAGReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 38.55 | 38.89 | 39.95 | |
| DPP Base, w/o P-AdapterReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 38.32 | 38.66 | 38.79 | |
| ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 37.62 | 37.77 | 38.32 | |
| Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 37.38 | 37.69 | 37.62 | |
| DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 31.54 | 31.7 | 32.01 | |
| ScalDPPReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 28.97 | 29.28 | 29.67 | |
| Standard RAGReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 28.5 | 28.82 | 28.97 | |
| DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 21.5 | 21.5 | 21.5 |