conftrace_

mathematical reasoning

459 papers

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Co-occurring keywords · papers mentioning both

large language model (229) reinforcement learning (47) chain-of-thought reasoning (47) benchmark evaluation (37) language model (30) chain of thought (25) code generation (21) multimodal learning (20) chain-of-thought prompting (19) math word problem (19)

Papers

SeedLoRA: A Fusion Approach to Efficient LLM Fine-Tuning ICML 2025 Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models NAACL 2025 Self-attention-based Graph-of-Thought for Math Problem Solving ACL 2025 Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning ACL 2025 SIKeD: Self-guided Iterative Knowledge Distillation for Mathematical Reasoning ACL 2025 SLIM: Subtrajectory-Level Elimination for More Effective Reasoning EMNLP 2025 Speculative Decoding for Multi-Sample Inference EMNLP 2025 Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025 Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025 STEM-POM: Evaluating Language Models Math-Symbol Reasoning in Document Parsing ACL 2025 Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025 Step-KTO: Optimizing Mathematical Reasoning through Stepwise Binary Feedback EMNLP 2025 Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025 Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025 STORM-BORN: A Challenging Mathematical Derivations Dataset Curated via a Human-in-the-Loop Multi-Agent Framework ACL 2025 Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025 Studying the capabilities of Large Language Models in solving Combinatorics Problems posed in Hindi COLING 2025 Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025 SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction ICLR 2025 Synthetic Proofs with Tool-Integrated Reasoning: Contrastive Alignment for LLM Mathematics with Lean EMNLP 2025 Tables as Thought: Exploring Structured Thoughts in LLM Reasoning ACL 2025 Task-Aware Evaluation and Error-Overlap Analysis for Large Language Models AACL 2025 Temporal Consistency for LLM Reasoning Process Error Identification EMNLP 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025