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xx18 

authored a paper 2 months ago

Learning to Foresee: Unveiling the Unlocking Efficiency of On-Policy Distillation

Paper • 2605.11739 • Published May 13 • 61

xx18 

authored 2 papers 5 months ago

Progressive Residual Warmup for Language Model Pretraining

Paper • 2603.05369 • Published Mar 5 • 36

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 95

xx18 

submitted a paper to Daily Papers 5 months ago

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 95

xx18 

authored a paper 7 months ago

EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control

Paper • 2511.15248 • Published Nov 19, 2025 • 7

shizhediao2 

posted an update 8 months ago

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189

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration (2511.21689)

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xx18 

authored 14 papers 10 months ago

S$^3$c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners

Paper • 2409.01524 • Published Sep 3, 2024 • 1

VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models

Paper • 2505.15801 • Published May 21, 2025 • 17

MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task

Paper • 2502.11684 • Published Feb 17, 2025 • 2

Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification

Paper • 2506.04592 • Published Jun 5, 2025 • 1

SALT4Decompile: Inferring Source-level Abstract Logic Tree for LLM-Based Binary Decompilation

Paper • 2509.14646 • Published Sep 18, 2025

Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners

Paper • 2509.26226 • Published Sep 30, 2025 • 34

On Predictability of Reinforcement Learning Dynamics for Large Language Models

Paper • 2510.00553 • Published Oct 1, 2025 • 9

Can We Verify Step by Step for Incorrect Answer Detection?

Paper • 2402.10528 • Published Feb 16, 2024

UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models

Paper • 2502.00334 • Published Feb 1, 2025

UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models

Paper • 2501.13766 • Published Jan 23, 2025

Advancing Multimodal Reasoning Capabilities of Multimodal Large Language Models via Visual Perception Reward

Paper • 2506.07218 • Published Jun 8, 2025

GPAS: Accelerating Convergence of LLM Pretraining via Gradient-Preserving Activation Scaling

Paper • 2506.22049 • Published Jun 27, 2025 • 2

Double-Checker: Enhancing Reasoning of Slow-Thinking LLMs via Self-Critical Fine-Tuning

Paper • 2506.21285 • Published Jun 26, 2025

Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving

Paper • 2502.12022 • Published Feb 17, 2025