End-to-End Question Answering on MultiHop-RAG 4-hop
74.21Exact MatchDPP Base, w/o P-Adapter
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 74.21 | 74.49 | 74.21 | |
| ScalDPPReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 72.33 | 72.33 | 72.33 | |
| Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 71.7 | 72.61 | 71.7 | |
| 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 | 71.7 | 72.61 | 71.7 | |
| 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 | 70.44 | 71.35 | 70.44 | |
| ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 70.44 | 71.66 | 70.44 | |
| Standard RAGReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 69.81 | 70.44 | 69.81 | |
| ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 69.18 | 70.09 | 69.18 | |
| Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 64.15 | 65.06 | 64.15 | |
| ScalDPPReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 63.52 | 64.15 | 63.52 | |
| Standard RAGReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 61.01 | 61.64 | 61.01 | |
| DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.02 | 57.86 | 57.86 | 57.86 |