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Visual Reasoning on MathVerse

61.29Accuracy

Vanilla

Updated 1mo ago

Evaluation Results

Method
Vanilla 2026.04	61.29	-	100	-
Image-Expert 2026.04	59.84	-	-	-
Image-Expert 2026.04	59.84	-	-	-
Mixed RLVR 2026.04	59.82	-	-	-
OPD T→V 2026.04	59.71	-	-	-
OPD V→T 2026.04	59.5	-	-	-
CoPD 2026.04	59.34	-	-	-
MOPD 2026.04	58.93	-	-	-
CoPD 2026.04	58.88	-	-	-
Text-Expert 2026.04	58.41	-	-	-
Text-Expert 2026.04	58.41	-	-	-
Video-Expert 2026.04	58.16	-	-	-
Base 2026.04	57.82	-	-	-
Base 2026.04	57.82	-	-	-
Mixed RLVR 2026.04	57.81	-	-	-
DSTP 2026.04	52.54	85.7	82.9	-
DSTP 2026.04	50.76	82.8	81.04	-
DSTP 2026.04	50.25	82	83.8	-
DSTP 2026.04	46.19	75.4	73.34	-
DSTP 2026.04	42.76	69.8	71.48	-
Vanilla 2026.04	42	-	100	-
DSTP 2026.04	40.46	66	68.74	-
DSTP 2026.04	40.22	95.8	92.44	-
DSTP 2026.04	39.59	94.3	90.09	-
DSTP 2026.04	38.94	92.7	87	-
DSTP 2026.04	37.56	89.4	87.83	-
VisionZip (CVPR’25) 2026.04	36.8	60	60.42	-
DSTP 2026.04	36.54	87	82.98	-
DSTP 2026.04	34.13	81.3	81.01	-
DivPrune (CVPR’25) 2026.04	33.9	55.3	55.24	-
FastV (ECCV’24) 2026.04	32.23	52.6	55.68	-
DivPrune (CVPR’25) 2026.04	26.59	63.3	63.55	-
DivPrune (CVPR’25) 2026.04	26.14	42.6	47.4	-
VisionZip (CVPR’25) 2026.04	25.98	42.4	46.4	-
FastV (ECCV’24) 2026.04	25.88	42.2	45.18	-
VisionZip (CVPR’25) 2026.04	24.84	59.1	59.54	-
DivPrune (CVPR’25) 2026.04	23.64	56.3	57.61	-
FastV (ECCV’24) 2026.04	21.57	51.4	56.66	-
VisionZip (CVPR’25) 2026.04	20.55	48.9	51.04	-
FastV (ECCV’24) 2026.04	20.06	47.8	49.42	-
LLaVA-OneVision-7B 2025.10	-	-	-	17.6
InternLM-XComposer2.5 2025.10	-	-	-	16.2
InternVL3-8B 2025.10	-	-	-	33.9
InternVL2.5-8B 2025.10	-	-	-	22.8
InternVL2-8B 2025.10	-	-	-	20.4
QvQ-72B-Preview 2025.10	-	-	-	48.2
Kimi-VL-16B 2025.10	-	-	-	34.1
Qwen2-VL-7B 2025.10	-	-	-	25.4
Qwen2.5-VL-7B 2025.10	-	-	-	41.4
R1-Onevision-7B 2025.10	-	-	-	40
OpenVLThinker-7B 2025.10	-	-	-	38.1
R1-VL-7B 2025.10	-	-	-	40
SFT Baseline 2025.10	-	-	-	42
DRIFT 2025.10	-	-	-	43.9