OpenCodePapers

vision-language-understanding-on-mmbench-v1-1

Vision-Language Understanding
Dataset Link
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PaperCodeAccuracyModelNameReleaseDate
Qwen3.5: Towards Native Multimodal Agents✓ Link93.7Qwen3.5-397B-A17B2026-02-16
Qwen3.5: Towards Native Multimodal Agents✓ Link92.8Qwen3.5-122B-A10B2026-02-16
Qwen3.6✓ Link92.8Qwen3.6-35B-A3B2026-04-21
Qwen3.5: Towards Native Multimodal Agents✓ Link92.6Qwen3.5-27B2026-02-16
Qwen3.6✓ Link92.3Qwen3.6-27B2026-04-21
Qwen3.5: Towards Native Multimodal Agents✓ Link91.5Qwen3.5-35B-A3B2026-02-16
Qwen3.5: Towards Native Multimodal Agents✓ Link90.1Qwen3.5-9B2026-02-16
GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning✓ Link88.8GLM-4.6V2025-07-01
Qwen2.5-VL Technical Report✓ Link88.4Qwen2.5-VL-72B2025-02-19
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models✓ Link87.7InternVL3-78B2025-04-14
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution✓ Link85.9Qwen2-VL-72B2024-09-18
Qwen3-VL Technical Report✓ Link85.0Qwen3-VL-8B-Instruct2025-11-26
Ovis2.5 Technical Report✓ Link84.9Ovis2.5-9B2025-08-15
Kimi-VL Technical Report✓ Link84.4Kimi-VL-A3B-Thinking-25062025-04-10
MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe✓ Link84.2MiniCPM-V 4.52025-09-16
Language-guided Frequency Modulation for Large Vision-Language Models84.2LFM (w/ Qwen2.5-VL)2026-06-03
Kimi-VL Technical Report✓ Link83.1Kimi-VL-A3B-Instruct2025-04-10
Qwen2.5-VL Technical Report✓ Link82.6Qwen2.5-VL-7B2025-02-19
Qwen2.5-Omni Technical Report✓ Link81.8Qwen2.5-Omni-7B2025-03-26
VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images✓ Link81.6MiMo-VL-7B-SFT + VisionFoundry-10K2026-04-10
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution✓ Link80.7Qwen2-VL-7B2024-09-18
COOPER: A Unified Model for Cooperative Perception and Reasoning in Spatial Intelligence✓ Link80.55COOPER2025-12-04
Aria: An Open Multimodal Native Mixture-of-Experts Model✓ Link80.3Aria2024-10-08
NGM: A Plug-and-Play Training-Free Memory Module for LLMs✓ Link76.63Qwen3-VL-2B + NGM2026-05-16
Differences That Matter: Auditing Models for Capability Gap Discovery and Rectification75.0Gemma3 + AuditDM2025-12-18
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution✓ Link72.2Qwen2-VL-2B2024-09-18