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End-to-End Question Answering on MultiHop-RAG 3-hop

48.38Exact MatchScalDPP
35.546438.878242.2145.5418Feb 4, 2026

Evaluation results

MethodLinks
ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0248.3848.3848.38
DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0248.0548.0548.05
DPP Base, w/o P-AdapterReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0247.447.6247.4
ScalDPPReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0247.447.7548.05
Standard RAGReranker=None, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0243.8344.0543.83
Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=10, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0243.8344.0544.16
ScalDPPReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0241.2341.5241.56
ScalDPPReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0240.2640.6940.26
DPP Base, w/o P-AdapterReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0238.3138.5338.31
DPP Base, w/o P-AdapterReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0238.3138.7438.64
Standard RAGReranker=BAAI/bge-reranker-v2-m3, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0237.0137.2337.01
Standard RAGReranker=None, Context Budget (K)=4, Retrieval Model (Embedding)=BAAI/bge-m3, Generator=DeepSeek-V3.22026.0236.0436.1136.36