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Visual Document Retrieval on MMLongBench

53.82Doc Retrieval Rate

s2m-mul

Updated 1mo ago

Evaluation Results

Method	Links
s2m-mul 2026.03		53.82	50.06	51.94
GME-2B 2026.03		52.07	53.14	52.61
s2m-add 2026.03		50.92	46.52	48.72
ColParse 2026.03		49.49	50.53	50.01
VLM2Vec-V2-2B 2026.03		48.55	50.34	49.45
s2m-mul 2026.03		45.72	40.66	43.19
ColParse 2026.03		43.34	40.58	41.96
s2m-add 2026.03		43.33	39	41.17
multi-img 2026.03		38.69	29	33.85
s2m-mul 2026.03		35.29	28.49	31.89
s2m-add 2026.03		34.57	28.11	31.34
ColParse 2026.03		34.31	29.83	32.07
multi-img 2026.03		33.77	25.6	29.69
s2m-add 2026.03		32.18	17.82	25
c-sem 2026.03		31.36	26.16	28.76
ColParse 2026.03		30.74	19.5	25.12
s2m-mul 2026.03		30.52	16.37	23.45
c-sem 2026.03		29.94	27.99	28.97
cl-s-m 2026.03		26.31	20.38	23.35
cl-s-m 2026.03		26.08	22.3	24.19
VLM2Vec-V1-2B 2026.03		25.62	26.23	25.93
cl-t-m 2026.03		25.34	20.46	22.9
cl-t-m 2026.03		25.04	21.94	23.49
VLM2Vec-V1-7B 2026.03		23.85	37.63	30.74
multi-img 2026.03		23.61	15.85	19.73
multi-img 2026.03		23.32	7.71	15.52
cl-s-c 2026.03		23.25	18.43	20.84
cl-s-c 2026.03		22.25	14.48	18.37
s2m-mul 2026.03		22.07	15.1	18.59
s2m-add 2026.03		21.54	15.08	18.31
cl-t-m 2026.03		20.43	13.28	16.86
cl-t-c 2026.03		20.08	18.48	19.28
cl-s-m 2026.03		19.84	12.91	16.38
LamRA-Ret 2026.03		19.78	13.24	16.51
c-sem 2026.03		19.62	10.69	15.16
c-sem 2026.03		18.76	13.88	16.32
cl-t-c 2026.03		18.75	14.31	16.53
cl-s-c 2026.03		18.29	11.54	14.92
cl-t-m 2026.03		17.95	13.61	15.78
cl-t-c 2026.03		16.57	10.59	13.58
cl-s-c 2026.03		16.03	12.59	14.31
cl-t-c 2026.03		15.54	10.26	12.9
cl-s-m 2026.03		15.45	9.06	12.26
cl-s-c 2026.03		15.32	9.05	12.19
cl-t-c 2026.03		14.88	8.09	11.49
cl-t-m 2026.03		14.35	8.67	11.51