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Question Answering on Natural Questions (F1/AR Model Comparison)

50.52Qwen2.5-3B-Instruct F1

UMGP-RAG

Updated 1mo ago

Evaluation Results

Method	Links
UMGP-RAG 2026.06		50.52	47.94	51.28	48.78
UMGP-RAG 2026.06		49.61	47.48	52.2	49.84
Hybrid 2026.06		49.27	47.27	49.86	47.66
UMG-RAG 2026.06		48.09	45.93	48.73	47.16
UMG-RAG 2026.06		48.07	45.82	49.74	47.9
Hybrid 2026.06		48.03	46.21	49.16	47.41
REPLUG 2026.06		47.96	43.67	51.2	46.42
RAG 2026.06		47.45	45.29	49.23	47.41
LongRAG 2026.06		47.44	43.29	51.45	49.49
REPLUG 2026.06		47.01	42.16	49.62	44.59
PINE 2026.06		46.28	44.66	42.91	44.38
LongRAG 2026.06		45.98	42.19	51.13	49.1
LongLLMLingua 2026.06		45.81	41.84	46.31	44.62
UMGP-RAG 2026.06		45.72	43.07	48.11	45.33
PINE 2026.06		45.47	44.2	44.52	46.03
MS-PoE 2026.06		44.81	40.64	50.46	47.2
LongLLMLingua 2026.06		44.59	40.57	45.61	43.46
MS-PoE 2026.06		44.32	40.15	50.05	47.09
RAG 2026.06		44.27	39.9	49.39	46.21
RAG 2026.06		44.07	39.94	49.41	45.93
UMG-RAG 2026.06		43.5	41.1	45.14	43.04
Hybrid 2026.06		42.65	40.18	45.04	42.93
Summarized RAG 2026.06		33.33	29.15	35.37	31.62
Summarized RAG 2026.06		32.43	28.8	35.2	31.27
LongLLMLingua 2026.06		23.04	20.8	25.73	24.29
RAG 2026.06		22.7	20.13	24.14	21.78
MS-PoE 2026.06		22.39	19.74	24.35	21.92
LongRAG 2026.06		20.93	18.51	23.18	20.94
PINE 2026.06		19.15	18.43	20.84	20.97
Summarized RAG 2026.06		17.04	14.91	19.72	17.03
REPLUG 2026.06		13.73	11.74	22.54	18.96