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Multi-hop Question Answering on HotpotQA in-domain (test)

60.4ACC_RDLLM-Searcher
9.02422.36235.749.038Feb 3, 2026

Evaluation results

MethodLinks
DLLM-SearcherCategory=dLLMs Agent, paradigm=P-ReAct, training=VRPO, backbone=SDAR, block_size=1282026.0260.462.4
R1SearcherCategory=ARM-based LLMs Agent, setup=modified (5.1.3), search_mode=best of local/Google search2026.025862.2
WebSailorCategory=ARM-based LLMs Agent, setup=modified (5.1.3), tools=search only2026.0250.452.4
Search-R1Category=ARM-based LLMs Agent2026.0249.662.2
IRCoTCategory=Traditional RAG2026.0248.855.2
ReARTeRCategory=Traditional RAG2026.0246.850.6
CR-PlannerCategory=Traditional RAG2026.0244.433.6
Iter-RetGenCategory=Traditional RAG2026.0241.654.4
Search-o1Category=ARM-based LLMs Agent2026.0240.853.2
Adaptive-RAGCategory=Traditional RAG2026.023847.4
LLaDACategory=dLLMs Agent, paradigm=ReAct, acceleration=Fast-dLLM2026.023632.8
Selective-ContextCategory=Traditional RAG2026.0233.243.4
SuReCategory=Traditional RAG2026.0232.448.4
DreamCategory=dLLMs Agent, paradigm=ReAct, acceleration=Fast-dLLM2026.021111.6