MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents Paper • 2601.12346 • Published 8 days ago • 47
OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe Paper • 2511.16334 • Published Nov 20, 2025 • 93
JanusCoder: Towards a Foundational Visual-Programmatic Interface for Code Intelligence Paper • 2510.23538 • Published Oct 27, 2025 • 97
QueST: Incentivizing LLMs to Generate Difficult Problems Paper • 2510.17715 • Published Oct 20, 2025 • 35
Scaling Language-Centric Omnimodal Representation Learning Paper • 2510.11693 • Published Oct 13, 2025 • 102
TIME: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios Paper • 2505.12891 • Published May 19, 2025 • 10
MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources Paper • 2509.21268 • Published Sep 25, 2025 • 104
GeoPQA: Bridging the Visual Perception Gap in MLLMs for Geometric Reasoning Paper • 2509.17437 • Published Sep 22, 2025 • 17
SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning Paper • 2509.02479 • Published Sep 2, 2025 • 84
VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning Paper • 2507.22607 • Published Jul 30, 2025 • 47
Lingshu MLLMs Collection Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning • 4 items • Updated Oct 9, 2025 • 21
ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning Paper • 2506.09513 • Published Jun 11, 2025 • 101
SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning Paper • 2506.01713 • Published Jun 2, 2025 • 48
Satori-SWE: Evolutionary Test-Time Scaling for Sample-Efficient Software Engineering Paper • 2505.23604 • Published May 29, 2025 • 23
Lingshu: A Generalist Foundation Model for Unified Multimodal Medical Understanding and Reasoning Paper • 2506.07044 • Published Jun 8, 2025 • 113
Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations Paper • 2504.13816 • Published Apr 18, 2025 • 18
FINEREASON: Evaluating and Improving LLMs' Deliberate Reasoning through Reflective Puzzle Solving Paper • 2502.20238 • Published Feb 27, 2025 • 23