Video Evidence Retrieval on WalkieKnowledge original benchmark leaderboard · SOTA2 Research

Video Evidence Retrieval on WalkieKnowledge original

68.91Retrieval Accuracy@1Gemini 1.5

Evaluation Results

Method	Links
Gemini 1.52026.06		68.91	88.08	89.12	40.94	56.97	58.13	68.91	34.54	21.56	68.9	77.8	78.1
VL-MemKnG2026.06		67.69	73.85	77.95	40.05	59.41	63.5	67.69	39.14	26.46	67.7	70.6	71.5
Qwen 2.52026.06		66.32	83.42	87.56	41.15	64.34	69.78	66.32	40.59	27.67	66.3	74.4	75.4
VL-KnG2026.06		65.8	81.35	83.94	38.54	67.53	71.75	65.81	45.6	29.84	65.8	72.9	73.5
VL-KnG2026.06		61.66	80.31	85.49	35.28	65.39	71.11	61.66	44.21	29.22	61.7	70.4	71.6
Gemini 1.52026.06		61.66	82.9	83.94	37.76	53.61	54.72	61.66	32.12	19.69	61.7	71.2	71.4
VL-KnG2026.06		53.16	62.11	64.21	28.28	49.11	52.32	52.63	34.91	22.52	52.6	56.8	57.2
RoboHop2026.06		34.72	54.4	62.69	19.28	37.5	47.4	35.75	24.35	18.55	34.7	43.4	45.4