ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks Paper • 2609.18805 • Published Sep 16 • 40
FrogNano: Training a 4B Coding Agent via Online Task Synthesis Paper • 2609.07925 • Published Sep 7 • 8
Are We Measuring Strategy or Phrasing? The Gap Between Surface- and Approach-Level Diversity in LLM Math Reasoning Paper • 2606.29985 • Published Jun 29 • 19
Be My Tutor: On-Policy Co-Distillation for Mutual LLM Improvement via Peer Feedback Paper • 2606.14368 • Published Jun 12 • 3
ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks Paper • 2609.18805 • Published Sep 16 • 40
Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR Paper • 2605.10781 • Published May 11 • 16
Rebellious Student: Reversing Teacher Signals for Reasoning Exploration with Self-Distilled RLVR Paper • 2605.10781 • Published May 11 • 16
HAICOSYSTEM: An Ecosystem for Sandboxing Safety Risks in Human-AI Interactions Paper • 2409.16427 • Published Sep 24, 2024 • 1
SimpleToM: Exposing the Gap between Explicit ToM Inference and Implicit ToM Application in LLMs Paper • 2410.13648 • Published Oct 17, 2024
Retro-Search: Exploring Untaken Paths for Deeper and Efficient Reasoning Paper • 2504.04383 • Published Apr 6, 2025
Long Grounded Thoughts: Distilling Compositional Visual Reasoning Chains at Scale Paper • 2511.05705 • Published Nov 7, 2025 • 9
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text Paper • 2601.22975 • Published Jan 30 • 110
Privasis: Synthesizing the Largest "Public" Private Dataset from Scratch Paper • 2602.03183 • Published Feb 3 • 12
Hypothesis-Driven Theory-of-Mind Reasoning for Large Language Models Paper • 2502.11881 • Published Feb 17, 2025
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? Paper • 2603.24472 • Published Mar 25 • 57
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? Paper • 2603.24472 • Published Mar 25 • 57
Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty Paper • 2603.15500 • Published Mar 16 • 12
Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty Paper • 2603.15500 • Published Mar 16 • 12
Beyond Normalization: Rethinking the Partition Function as a Difficulty Scheduler for RLVR Paper • 2602.12642 • Published Feb 13 • 1