Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space Paper • 2512.24617 • Published 4 days ago • 41
NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents Paper • 2512.12730 • Published 21 days ago • 43
How Far Are We from Genuinely Useful Deep Research Agents? Paper • 2512.01948 • Published Dec 1, 2025 • 54
From Code Foundation Models to Agents and Applications: A Practical Guide to Code Intelligence Paper • 2511.18538 • Published Nov 23, 2025 • 282
Lumine: An Open Recipe for Building Generalist Agents in 3D Open Worlds Paper • 2511.08892 • Published Nov 12, 2025 • 200
MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs Paper • 2511.07250 • Published Nov 10, 2025 • 17
Ouro Collection a family of pre-trained Looped Language Models. • 4 items • Updated Oct 29, 2025 • 21
Scaling Latent Reasoning via Looped Language Models Paper • 2510.25741 • Published Oct 29, 2025 • 221
RLFR: Extending Reinforcement Learning for LLMs with Flow Environment Paper • 2510.10201 • Published Oct 11, 2025 • 35
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 29
Diffusion Transformers with Representation Autoencoders Paper • 2510.11690 • Published Oct 13, 2025 • 165
OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs Paper • 2510.10689 • Published Oct 12, 2025 • 46
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation Paper • 2509.25849 • Published Sep 30, 2025 • 47
MCPMark: A Benchmark for Stress-Testing Realistic and Comprehensive MCP Use Paper • 2509.24002 • Published Sep 28, 2025 • 174
FlowRL: Matching Reward Distributions for LLM Reasoning Paper • 2509.15207 • Published Sep 18, 2025 • 114
FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning Paper • 2509.13160 • Published Sep 16, 2025 • 29
LLM-I: LLMs are Naturally Interleaved Multimodal Creators Paper • 2509.13642 • Published Sep 17, 2025 • 9
Parallel-R1: Towards Parallel Thinking via Reinforcement Learning Paper • 2509.07980 • Published Sep 9, 2025 • 101
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 150