Single-document Question Answering on Singledoc QA benchmark leaderboard · SOTA2 Research

Single-document Question Answering on Singledoc QA

32.06DuReader ScoreMemSearch-o1

Evaluation Results

Method	Links
MemSearch-o12026.04		32.06	17.3	36.18	49.05	59.91	45.53
Direct RAG2026.04		27.49	17.73	35.94	45.43	52.29	38.51
MemSearch-o12026.04		27.23	23.04	37.94	52.26	56.81	48.17
Amber2026.04		20.57	16.65	27.19	37.98	52.26	38.4
MemoryBank2026.04		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-Mem2026.04		18.74	15.18	22.09	34.59	50.79	36.96
Direct RAG2026.04		18.72	21.48	32.45	43.41	48.15	36.11
Amber2026.04		18.39	22.48	32.86	39.27	49.31	39.79
MemoryBank2026.04		17.57	21.83	28.6	33.34	42.33	34.49
A-Mem2026.04		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