SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning Paper • 2603.23483 • Published 8 days ago • 59
Perceptio: Perception Enhanced Vision Language Models via Spatial Token Generation Paper • 2603.18795 • Published 13 days ago • 16
MiroThinker-1.7 & H1: Towards Heavy-Duty Research Agents via Verification Paper • 2603.15726 • Published 16 days ago • 183
VIDEOP2R: Video Understanding from Perception to Reasoning Paper • 2511.11113 • Published Nov 14, 2025 • 112
MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents Paper • 2601.12346 • Published Jan 18 • 50
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 214
ORION: Teaching Language Models to Reason Efficiently in the Language of Thought Paper • 2511.22891 • Published Nov 28, 2025 • 8
Kandinsky 5.0: A Family of Foundation Models for Image and Video Generation Paper • 2511.14993 • Published Nov 19, 2025 • 233
FreeAskWorld: An Interactive and Closed-Loop Simulator for Human-Centric Embodied AI Paper • 2511.13524 • Published Nov 17, 2025 • 7
Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks Paper • 2511.15065 • Published Nov 19, 2025 • 78
GGBench: A Geometric Generative Reasoning Benchmark for Unified Multimodal Models Paper • 2511.11134 • Published Nov 14, 2025 • 33
WEAVE: Unleashing and Benchmarking the In-context Interleaved Comprehension and Generation Paper • 2511.11434 • Published Nov 14, 2025 • 47
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSes Paper • 2409.04053 • Published Sep 6, 2024 • 1
DyCodeEval Collection DyCodeEval (ICML 2025) enables dynamic benchmarking for code LLMs. This collection features dynamic HumanEval and MBPP sets generated with Claude 3.5. • 3 items • Updated Jun 27, 2025 • 4
Dynamic Benchmarking of Reasoning Capabilities in Code Large Language Models Under Data Contamination Paper • 2503.04149 • Published Mar 6, 2025 • 6
RED QUEEN: Safeguarding Large Language Models against Concealed Multi-Turn Jailbreaking Paper • 2409.17458 • Published Sep 26, 2024 • 1
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning Paper • 2506.01713 • Published Jun 2, 2025 • 48