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Chart Understanding and Reasoning on ChartQA

89.6Accuracy

InternVL3.5-38B

Updated 18d ago

Evaluation Results

Method
InternVL3.5-38B 2026.04	89.6	-
InternVL3.5-38B + LoT 2026.04	89	-
InternVL2.5-MPO + SFT 2026.06	88.3	71
MMS-PRM 2026.06	87.2	73
InternVL-3-8B 2025.08	86.6	-
Insight-V++ 2026.03	86.1	-
Qwen2.5-VL + Multi-Agent (RL) 2026.03	85.9	-
InternVL3.5-4B 2026.04	85.9	-
GazeVLM (Ours) 2026.05	85.8	-
GazeVLM (w/o gaze bias) 2026.05	85.5	-
DUEL 2026.05	85.5	-
InternVL3.5-4B + LoT 2026.04	85.4	-
EvoLMM 2026.05	85.1	-
InternVL2.5-MPO 2026.06	85	69.4
Vision-Zero(CLEVR) 2026.05	84.9	-
InternVL-2.5 2026.06	84.9	68
MM-UPT 2026.05	84.7	-
Qwen2.5-VL 2026.03	84.5	-
OpenVLThinker-7B 2026.05	84.5	-
DUEL 2026.05	84.4	-
InternVL3.5-8B 2026.04	84.3	-
Shuffle-R1-Qwen-7B 2025.08	84.1	-
Qwen2.5-VL-7B + DUPL 2025.10	84	-
Vision-R1-LlamaV-CI-11B 2026.05	83.9	-
Vision-R1-LlamaV 2026.06	83.9	-
R1-VL 2026.06	83.9	-
VLAA-Thinker-7B 2026.05	83.8	-
Dynamo (Full) 2026.06	83.47	-
Qwen2.5-VL-7B 2026.05	83.4	-
Qwen2.5-VL-7B 2026.05	83.3	-
Qwen3-VL-4B 2026.05	83.2	-
Vision-R1-7B 2025.08	83.1	-
Qwen2-VL 2026.03	83	-
Dynamo (Full) 2026.06	82.76	-
Qwen3-VL-8B-Instruct 2026.02	82.7	-
Qwen3-VL-4B + LoT 2026.04	82.3	-
IXC-2.5 2026.03	82.2	-
IXC-2.5 2026.06	82.2	-
MMR1-Math-7B 2025.08	82	-
ThinkLite-VL-7B 2025.08	82	-
Qwen2-VL-7B + LoT 2026.04	82	-
Qwen3-VL-8B 2026.04	82	-
Dynamo (Skill Only) 2026.06	81.98	-
Qwen2.5-VL-7B + NoisyRollout 2025.10	81.8	-
Qwen2-VL-7B 2026.04	81.6	-
Dynamo (Full) 2026.06	81.58	-
Dynamo (Tool Only) 2026.06	81.56	-
Base Agent 2026.06	81.52	-
Insight-V 2026.03	81.5	-
Insight-V 2026.06	81.5	65.7
Qwen2.5-VL-7B + GRPO 2025.10	81.5	-
NoisyRollout-7B-K12 2025.08	81.4	-
Gemini-1.5 2026.02	81.3	-
Our Base Model + Multi-Agent 2026.03	81.2	-
Dynamo (Tool Only) 2026.06	81.15	-
Base Agent 2026.06	81.14	-
Claude-3-Sonnet 2026.02	81.1	-
Dynamo (Tool Only) 2026.06	81.08	-
Dynamo (Skill Only) 2026.06	80.97	-
Dynamo (Skill Only) 2026.06	80.9	-
Claude-3-Opus 2026.02	80.8	-
Qwen3-VL-4B 2026.04	80.7	-
VLAA-Thinker-7B 2025.10	80.2	-
VLAA-Thinker-7B 2025.08	80.1	-
Dynamo (Full) 2026.06	80.07	-
LLaVA-OneVision 2026.06	80	64.6
Shuffle-R1-Qwen-3B 2025.08	79.9	-
MM-Eureka-Qwen-7B 2025.10	79.9	-
Qwen2.5-VL-7B 2025.08	79.8	-
Qwen2.5-VL-7B 2025.10	79.8	-
Base Agent 2026.06	79.74	-
InternVL3.5-8B + LoT 2026.04	79.7	-
PAPO-7B 2025.10	79.6	-
Qwen2.5-VL-3B + LoT 2026.04	79.5	-
Qwen2.5-VL-7B + LoT 2026.04	79.4	-
Qwen3-VL-8B + LoT 2026.04	79.4	-
MiniCPM-V-2-6 2026.06	79.4	64.2
Dynamo (Tool Only) 2026.06	79.2	-
InternVL-2.5-8B 2025.08	79.1	-
Qwen2.5-VL-3B 2026.04	79.1	-
MM-Eureka-Qwen-7B 2025.08	79	-
VL-Rethinker-7B 2025.08	79	-
ProLaViT (Full) 2026.07	78.99	-
OpenVLThinker-7B 2025.10	78.9	-
Qwen3.5-4B-Inst 2026.05	78.8	-
Dynamo (Skill Only) 2026.06	78.66	-
MM-1.5 2026.03	78.6	-
GPT-4V 2026.02	78.5	-
Qwen2.5-VL-Instruct 2026.07	78.45	-
OpenVLThinker-7B 2025.08	78.4	-
Qwen2.5-VL-3B + DUPL 2025.10	78.4	-
Base Agent 2026.06	78.33	-
R1-Onevision-7B 2025.10	78.3	-
SAP 2026.02	78.1	-
Dynamo (Full) 2026.06	77.99	-
Dynamo (Skill Only) 2026.06	77.85	-
R1-OneVision-7B 2025.08	77.8	-
Qwen2.5-VL-3B + NoisyRollout 2025.10	77.7	-
Qwen2.5-VL-3B + GRPO 2025.10	77.6	-
Insight-V-LLaVA 2026.03	77.4	-

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