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Multi-Hop Question Answering on HotpotQA (EM)

47.68Exact Match (EM)

Agentic-R

Updated 4d ago

Evaluation Results

Method	Links
Agentic-R 2026.01		47.68
Agentic-R 2026.01		45.82
BGE 2026.01		44.36
SCARLet 2026.01		44.11
E5 2026.01		43.56
REPLUG 2026.01		42.63
SCARLet 2026.01		42.34
BGE 2026.01		41.71
E5 2026.01		41.68
LLM-Embedder 2026.01		41.39
BAR-RAG 2026.02		41.2
CoDA-Base 2025.12		40.7
REPLUG 2026.01		40.68
BAR-RAG 2026.02		40.5
Agentic-R 2026.01		39.75
BAR-RAG 2026.02		39.5
LLM-Embedder 2026.01		39.35
BAR-RAG 2026.02		38.8
AutoRefine-Base 2025.12		38.2
BAR-RAG 2026.02		38.1
SCARLet 2026.01		37.39
REPLUG 2026.01		37.39
BGE 2026.01		37.31
BAR-RAG 2026.02		37.2
E5 2026.01		36.61
RAG SFT 2026.02		35.9
LLM-Embedder 2026.01		35.01
BAR-RAG 2026.02		33.2
BAR-RAG 2026.02		32.6
RAG w/Reranker 2026.02		32.5
RAG SFT 2026.02		32.4
BAR-RAG 2026.02		31
ReSearch-Base 2025.12		30.5
RAG 2026.02		30.3
Search-R1-Base 2025.12		29.7
RAG SFT 2026.02		28.9
RAG 2026.02		28.9
RAG w/Reranker 2026.02		28.1
RAG w/Reranker 2026.02		26.7
RAG 2026.02		25.5
Naive RAG 2025.12		25.5
CoT 2026.02		24.1
Search-o1 2025.12		22.1
R1-Instruct 2025.12		20.8
R1-Base 2025.12		20.1
SFT 2025.12		18.6
Direct Inference 2026.02		18.3
IRCoT 2026.02		16.4
IRCoT 2025.12		16.4
Direct Inference 2026.02		14.9
Direct Generation 2025.12		14.9
IRCoT 2026.02		13.3
Direct Inference 2026.02		12.5
IRCoT 2026.02		12.2
CoT 2026.02		9.2
CoT 2026.02		2.1