Papers

• CMI-RewardBench: Evaluating Music Reward Models with Compositional Multimodal Instruction (2026)
  Yinghao Ma et al.
  1.94
• MERRIN: A Benchmark for Multimodal Evidence Retrieval and Reasoning in Noisy Web Environments (2026)
  Han Wang et al.
  1.94
• VEFX-Bench: A Holistic Benchmark for Generic Video Editing and Visual Effects (2026)
  Xiangbo Gao et al.
  1.94
• VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity (2025)
  Jing Bi et al.
  1.28
• Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning (2025)
  Yufei Zhan et al.
  1.28
• Explore to Evolve: Scaling Evolved Aggregation Logic via Proactive Online Exploration for Deep Research Agents (2025)
  Rui Wang et al.
  1.28
• DOCCI: Descriptions of Connected and Contrasting Images (2024)
  Yasumasa Onoe et al.
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• SePPO: Semi-Policy Preference Optimization for Diffusion Alignment (2024)
  Daoan Zhang et al.
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• MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models (2024)
  Peng Xia et al.
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• Cross-Lingual Auto Evaluation for Assessing Multilingual LLMs (2024)
  Sumanth Doddapaneni et al.
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• GATE OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation (2024)
  Pengfei Zhou et al.
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