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xx18 

authored a paper 15 days ago

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

Paper • 2511.15248 • Published Nov 19, 2025 • 6

shizhediao2 

posted an update about 1 month ago

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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 5 papers 3 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

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

Paper • 2509.14646 • Published Sep 18, 2025

xx18 

authored 10 papers 4 months ago

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

Paper • 2509.26226 • Published Sep 30, 2025 • 33

On Predictability of Reinforcement Learning Dynamics for Large Language Models

Paper • 2510.00553 • Published Oct 1, 2025 • 8

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

Can LLMs Solve longer Math Word Problems Better?

Paper • 2405.14804 • Published May 23, 2024