EntroPIC: Towards Stable Long-Term Training of LLMs via Entropy Stabilization with Proportional-Integral Control
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2511.15248
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6
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xx18Â
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ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration (2511.21689)
ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration (2511.21689)
xx18Â
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15
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3 months ago
S$^3$c-Math: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners
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2409.01524
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1
VerifyBench: Benchmarking Reference-based Reward Systems for Large Language Models
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2505.15801
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17
MathFimer: Enhancing Mathematical Reasoning by Expanding Reasoning Steps through Fill-in-the-Middle Task
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2502.11684
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Published
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2
Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification
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2506.04592
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Published
SALT4Decompile: Inferring Source-level Abstract Logic Tree for LLM-Based Binary Decompilation
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2509.14646
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Published
Thinking-Free Policy Initialization Makes Distilled Reasoning Models More Effective and Efficient Reasoners
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2509.26226
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Published
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33
On Predictability of Reinforcement Learning Dynamics for Large Language Models
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2510.00553
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8
Can We Verify Step by Step for Incorrect Answer Detection?
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2402.10528
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Published
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
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2502.00334
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Published
UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
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2501.13766
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Published
Advancing Multimodal Reasoning Capabilities of Multimodal Large Language Models via Visual Perception Reward
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2506.07218
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Published
GPAS: Accelerating Convergence of LLM Pretraining via Gradient-Preserving Activation Scaling
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2506.22049
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2
Double-Checker: Enhancing Reasoning of Slow-Thinking LLMs via Self-Critical Fine-Tuning
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2506.21285
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Published
Teaching LLMs According to Their Aptitude: Adaptive Reasoning for Mathematical Problem Solving
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2502.12022
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Published
Can LLMs Solve longer Math Word Problems Better?
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2405.14804
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Published
tongxiao2002Â
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7 months ago
xx18Â
updated
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11 months ago
xx18Â
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11 months ago