SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs Paper • 2608.03573 • Published 7 days ago • 51
Beacon: Knowing When and How to Perform Agentic Visual Reasoning Paper • 2607.28595 • Published 14 days ago • 55
Rethinking Generalization in Reasoning SFT: A Conditional Analysis on Optimization, Data, and Model Capability Paper • 2604.06628 • Published Apr 8 • 330
Bootstrapping Exploration with Group-Level Natural Language Feedback in Reinforcement Learning Paper • 2603.04597 • Published Mar 4 • 211
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published Jan 30 • 113
Thinking with Map: Reinforced Parallel Map-Augmented Agent for Geolocalization Paper • 2601.05432 • Published Jan 8 • 170
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models Paper • 2512.02556 • Published Dec 2, 2025 • 272
NuExtract-2.0 Collection Models specialized in extracting structured information (JSON) from text, PDFs, scans, spreadsheets, etc. • 9 items • Updated Mar 2 • 31
Evaluating Language Models as Synthetic Data Generators Paper • 2412.03679 • Published Dec 4, 2024 • 47
Critical Tokens Matter: Token-Level Contrastive Estimation Enhence LLM's Reasoning Capability Paper • 2411.19943 • Published Nov 29, 2024 • 63
OCR Hinders RAG: Evaluating the Cascading Impact of OCR on Retrieval-Augmented Generation Paper • 2412.02592 • Published Dec 3, 2024 • 24
PositionID: LLMs can Control Lengths, Copy and Paste with Explicit Positional Awareness Paper • 2410.07035 • Published Oct 9, 2024 • 17
Only-IF:Revealing the Decisive Effect of Instruction Diversity on Generalization Paper • 2410.04717 • Published Oct 7, 2024 • 18
Eagle: Exploring The Design Space for Multimodal LLMs with Mixture of Encoders Paper • 2408.15998 • Published Aug 28, 2024 • 89