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Question Answering on Natural Questions (EM, F1, LLM)

45.72EM

LLM (with RAG*)

Updated 3d ago

Evaluation Results

Method	Links
LLM (with RAG*) 2026.01		45.72	54.49	55.73
SeleCom 2026.01		44.27	52.85	54.2
LLM (with RAG*) 2026.01		42.76	51.94	54.03
SeleCom 2026.01		41.86	50.94	52.22
SeleCom 2026.01		41.8	49.72	50.91
LLM (with RAG*) 2026.01		41.12	49.86	50.88
LLM (with RAG*) 2026.01		39.31	48.15	49.91
SeleCom 2026.01		38.58	47.02	49.02
COCOM 2026.01		31.86	40.15	42.44
LLM (with RAG) 2026.01		15.01	24.96	38.92
ICAE 2026.01		14.43	25.99	37.83
RECOMP 2026.01		8.14	19.06	41.02
LLM (with RAG) 2026.01		7.98	18.19	40.95
LLM (w/o RAG) 2026.01		7.78	17.18	31.51
LLMLingua-2 2026.01		5.87	15.13	35.29
LLM (w/o RAG) 2026.01		4.13	14.3	38.21
xRAG 2026.01		3.02	12.45	40.83
PISCO 2026.01		0.06	9.49	39.87