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Single-document Question Answering on Singledoc QA

32.06DuReader Score

MemSearch-o1

Updated 1mo ago

Evaluation Results

Method	Links
MemSearch-o1 2026.04		32.06	17.3	36.18	49.05	59.91	45.53
Direct RAG 2026.04		27.49	17.73	35.94	45.43	52.29	38.51
MemSearch-o1 2026.04		27.23	23.04	37.94	52.26	56.81	48.17
Amber 2026.04		20.57	16.65	27.19	37.98	52.26	38.4
MemoryBank 2026.04		19.24	16.26	26.28	32.42	43.46	32.26
Search-o1 (RAgent) 2026.04		18.91	14.37	22.88	37.77	49.97	38.62
A-Mem 2026.04		18.74	15.18	22.09	34.59	50.79	36.96
Direct RAG 2026.04		18.72	21.48	32.45	43.41	48.15	36.11
Amber 2026.04		18.39	22.48	32.86	39.27	49.31	39.79
MemoryBank 2026.04		17.57	21.83	28.6	33.34	42.33	34.49
A-Mem 2026.04		17.1	20.92	27.55	28.27	47.29	32.22
Search-o1 (Refined) 2026.04		16.12	18.59	22.97	33.82	44.79	31.85
Search-o1 (Refined) 2026.04		15.3	16.12	17.51	33.79	44.45	31.63
Search-o1 (RAgent) 2026.04		15.28	20.59	33.04	38.67	49.76	39.05