OmniAssistBench: Assistant-style Interaction Benchmark for Omni-LLMs Paper • 2608.21360 • Published Aug 21 • 31
Light-Omni: Reflex over Reasoning in Agentic Video Understanding with Long-Term Memory Paper • 2607.05511 • Published Jul 6 • 24
EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory Paper • 2606.21649 • Published Jun 19 • 36
OmniVideo-100K: A Dataset for Audio-Visual Reasoning through Structured Scripts and Evidence Chains Paper • 2606.14702 • Published Jun 12 • 33
UniPrefill: Universal Long-Context Prefill Acceleration via Block-wise Dynamic Sparsification Paper • 2605.06221 • Published May 7 • 21
Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence? Paper • 2604.03016 • Published Apr 3 • 35
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 232
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 232
VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding Paper • 2603.22285 • Published Mar 23 • 50
Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion Paper • 2603.06577 • Published Mar 6 • 50