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Multimodal Reasoning on MMStar (Accuracy)

79.2Accuracy

TVI-CoT

Updated 18d ago

Evaluation Results

Method	Links
TVI-CoT 2026.06		79.2
Qwen3-VL-32B 2026.06		77.7
LaRe 2025.11		77.1
o3 2025.11		75.3
Qwen3-VL-8B-Thinking 2025.11		75.2
Gemini2.5-Pro 2025.11		74.7
CapImagine 2025.11		74
PRCR 2026.06		73.91
Token-Replay 2026.06		73.54
AutoNPO 2026.04		72.63
Vision-R1 2025.11		72.6
Baseline 2026.06		72.43
RLEP 2026.04		72.27
GRPO 2026.04		72.2
NPO 2026.04		72.2
ExGRPO 2026.04		72
Qwen3-VL-8B-Instruct 2026.04		71.83
Qwen3-VL-8B 2026.07		70.4
NPO 2026.04		70.3
OpenMMReasoner-7B 2026.05		70
Qwen3-VL-8B + Qwen3-8B / H-OPD 2026.07		70
AnE-3rd 2026.05		69.9
LUFFY 2026.04		69.47
PRCR 2026.06		69.32
InternVL3.5-8B 2025.11		69.3
Token-Replay 2026.06		69.05
PRCR 2026.06		68.96
AnE-2nd 2026.05		68.9
Token-Replay 2026.06		68.42
Baseline 2026.06		68.36
AnE-1st 2026.05		68.3
PStar 2026.05		68
PRCR 2026.06		67.82
Token-Replay 2026.06		67.45
SPARK-VL-7B 2026.05		67.3
Preliminary RL 2026.05		67.2
LVR 2025.11		67.1
Baseline 2026.06		66.76
Metis-RISE 2026.05		66.6
Baseline 2026.06		65.95
Thyme 2026.04		65.9
Thyme 2025.11		65.9
Vision-R1 2026.05		65.8
MMR1 2026.05		65.3
LLaVA-Critic-R1 2026.05		65.1
GPT-4o 2025.09		63.9
VL-Rethinker 2026.05		63.6
ZoomEye 2026.04		63.2
DeFacto (Ours) 2025.09		63.2
Pixel Reasoner 2025.09		62.9
Visual-SR1 2025.09		62.8
Unsilencing Latent Reasoning 2026.05		62.7
Qwen2.5-VL-7B-Instruct 2026.05		62.5
HyLaR-7B 2026.04		62
AStar 2026.05		61.7
OpenVLThinker 2026.05		61.6
Mulberry 2026.05		61.3
HyLaR-SFT 2026.04		60.47
Monet 2026.04		60.33
Laser 2026.04		60.27
Qwen2.5-VL-7B 2026.04		59.7
LlamaV-o1 2026.05		59.5
DMLR 2026.05		59.2
LLaVA-OneVision 2026.04		59.13
CCoT 2026.05		59
Vanilla 2026.05		58.9
DeepEyes 2026.04		58.73
ICoT 2026.05		58.2
Chain-of-Focus 2025.09		58.1
LVR 2026.04		57.93
LLaVA-CoT 2026.05		57.6
MCoT 2026.05		57.1
Revisual-R1 2026.05		57.1
Unsilencing Latent Reasoning 2026.05		56.8
DMLR 2026.05		56.2
ESC 2026.07		56.07
Baseline 2026.07		55.93
ICoT 2026.05		54
SID-v 2025.10		54
SID-c 2025.10		54
CCoT 2026.05		53.5
InternVL3.5-8B 2026.04		53.33
H-GRPO 2026.06		52.4
Vanilla 2026.05		52.1
MCoT 2026.05		51.6
R1-VL 2026.06		49.8
ViGoRL 2026.06		47.5
MAD 2025.10		47
Qwen2.5-VL 2026.06		46
DeepEyes 2025.09		43.6
Janus-pro-7B 2025.11		41
ESC 2026.07		34.13
Baseline 2026.07		33.53
IO 2025.10		32
CoT 2025.10		29
Self-Consis 2025.10		29
SID-v 2025.10		14
SID-c 2025.10		14
MAD 2025.10		12
CoT 2025.10		11

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