PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models Paper • 2607.24957 • Published 6 days ago • 15
VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding Paper • 2607.14935 • Published 17 days ago • 170
Artifact-Bench: Evaluating MLLMs on Detecting and Assessing the Artifacts of AI-Generated Videos Paper • 2605.18984 • Published May 18 • 22
LongAV-Compass: Towards Unified Evaluation of Minute-Scale Audio-Visual Generation Across T2AV, I2AV, and V2AV Paper • 2605.26244 • Published May 25 • 38
S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence Paper • 2606.20515 • Published Jun 18 • 41
ViQ: Text-Aligned Visual Quantized Representations at Any Resolution Paper • 2606.27313 • Published Jun 25 • 38
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory Paper • 2606.21649 • Published Jun 19 • 35
OmniVideo-100K: A Dataset for Audio-Visual Reasoning through Structured Scripts and Evidence Chains Paper • 2606.14702 • Published Jun 12 • 31
From Pixels to Words -- Towards Native One-Vision Models at Scale Paper • 2605.28820 • Published May 27 • 76
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 236
VisBrowse-Bench: Benchmarking Visual-Native Search for Multimodal Browsing Agents Paper • 2603.16289 • Published Mar 17 • 1
Unify-Agent: A Unified Multimodal Agent for World-Grounded Image Synthesis Paper • 2603.29620 • Published Mar 31 • 49
Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence? Paper • 2604.03016 • Published Apr 3 • 37
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 236
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Paper • 2306.13394 • Published Jun 23, 2023