DEBATE, TRAIN, EVOLVE: Self Evolution of Language Model Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Srivastava, Gaurav, Bi, Zhenyu, Lu, Meng, Wang, Xuan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
BeyondBench: Contamination-Resistant Evaluation of Reasoning in Language Models
by: Srivastava, Gaurav, et al.
Published: (2025)
by: Srivastava, Gaurav, et al.
Published: (2025)
Towards Reasoning Ability of Small Language Models
by: Srivastava, Gaurav, et al.
Published: (2025)
by: Srivastava, Gaurav, et al.
Published: (2025)
JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation
by: Bi, Zhenyu, et al.
Published: (2025)
by: Bi, Zhenyu, et al.
Published: (2025)
EffGen: Enabling Small Language Models as Capable Autonomous Agents
by: Srivastava, Gaurav, et al.
Published: (2026)
by: Srivastava, Gaurav, et al.
Published: (2026)
SELF: Self-Evolution with Language Feedback
by: Lu, Jianqiao, et al.
Published: (2023)
by: Lu, Jianqiao, et al.
Published: (2023)
Recursive Concept Evolution for Compositional Reasoning in Large Language Models
by: Chaudhry, Sarim
Published: (2026)
by: Chaudhry, Sarim
Published: (2026)
SSR: Socratic Self-Refine for Large Language Model Reasoning
by: Shi, Haizhou, et al.
Published: (2025)
by: Shi, Haizhou, et al.
Published: (2025)
Graph-of-Causal Evolution: Challenging Chain-of-Model for Reasoning
by: Wang, Libo
Published: (2025)
by: Wang, Libo
Published: (2025)
Auto-Evolve: Enhancing Large Language Model's Performance via Self-Reasoning Framework
by: Aswani, Krishna, et al.
Published: (2024)
by: Aswani, Krishna, et al.
Published: (2024)
Think Before You Prune: Self-Reflective Structured Pruning for Reasoning Language Models
by: Wang, Ziyan, et al.
Published: (2025)
by: Wang, Ziyan, et al.
Published: (2025)
Self-Training Elicits Concise Reasoning in Large Language Models
by: Munkhbat, Tergel, et al.
Published: (2025)
by: Munkhbat, Tergel, et al.
Published: (2025)
Stepwise Self-Consistent Mathematical Reasoning with Large Language Models
by: Zhao, Zilong, et al.
Published: (2024)
by: Zhao, Zilong, et al.
Published: (2024)
Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models
by: Bazaga, Adrián, et al.
Published: (2025)
by: Bazaga, Adrián, et al.
Published: (2025)
Thinking About Thinking: SAGE-nano's Inverse Reasoning for Self-Aware Language Models
by: Jha, Basab, et al.
Published: (2025)
by: Jha, Basab, et al.
Published: (2025)
SLED: Self Logits Evolution Decoding for Improving Factuality in Large Language Models
by: Zhang, Jianyi, et al.
Published: (2024)
by: Zhang, Jianyi, et al.
Published: (2024)
Selective Self-Rehearsal: A Fine-Tuning Approach to Improve Generalization in Large Language Models
by: Gupta, Sonam, et al.
Published: (2024)
by: Gupta, Sonam, et al.
Published: (2024)
Diffusion of Thoughts: Chain-of-Thought Reasoning in Diffusion Language Models
by: Ye, Jiacheng, et al.
Published: (2024)
by: Ye, Jiacheng, et al.
Published: (2024)
Variational Reasoning for Language Models
by: Zhou, Xiangxin, et al.
Published: (2025)
by: Zhou, Xiangxin, et al.
Published: (2025)
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
by: Shao, Zhihong, et al.
Published: (2024)
by: Shao, Zhihong, et al.
Published: (2024)
Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models
by: Singh, Joykirat, et al.
Published: (2025)
by: Singh, Joykirat, et al.
Published: (2025)
Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression
by: Huang, Jiameng, et al.
Published: (2025)
by: Huang, Jiameng, et al.
Published: (2025)
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention
by: Guo, Zhenyu, et al.
Published: (2025)
by: Guo, Zhenyu, et al.
Published: (2025)
Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs
by: Wang, Qibin, et al.
Published: (2025)
by: Wang, Qibin, et al.
Published: (2025)
Guiding Language Model Reasoning with Planning Tokens
by: Wang, Xinyi, et al.
Published: (2023)
by: Wang, Xinyi, et al.
Published: (2023)
An Enigma of Artificial Reason: Investigating the Production-Evaluation Gap in Large Reasoning Models
by: Sun, Mingzhong, et al.
Published: (2026)
by: Sun, Mingzhong, et al.
Published: (2026)
Understanding Reasoning Ability of Language Models From the Perspective of Reasoning Paths Aggregation
by: Wang, Xinyi, et al.
Published: (2024)
by: Wang, Xinyi, et al.
Published: (2024)
Hindsight is 20/20: Building Agent Memory that Retains, Recalls, and Reflects
by: Latimer, Chris, et al.
Published: (2025)
by: Latimer, Chris, et al.
Published: (2025)
Can Large Language Models Solve Robot Routing?
by: Huang, Zhehui, et al.
Published: (2024)
by: Huang, Zhehui, et al.
Published: (2024)
Hypothesis Search: Inductive Reasoning with Language Models
by: Wang, Ruocheng, et al.
Published: (2023)
by: Wang, Ruocheng, et al.
Published: (2023)
Reasoning Planning for Language Models
by: Nguyen, Bao, et al.
Published: (2025)
by: Nguyen, Bao, et al.
Published: (2025)
Large Language and Reasoning Models are Shallow Disjunctive Reasoners
by: Khalid, Irtaza, et al.
Published: (2025)
by: Khalid, Irtaza, et al.
Published: (2025)
Token-Budget-Aware LLM Reasoning
by: Han, Tingxu, et al.
Published: (2024)
by: Han, Tingxu, et al.
Published: (2024)
Bias Amplification in Language Model Evolution: An Iterated Learning Perspective
by: Ren, Yi, et al.
Published: (2024)
by: Ren, Yi, et al.
Published: (2024)
Generative Evaluation of Complex Reasoning in Large Language Models
by: Lin, Haowei, et al.
Published: (2025)
by: Lin, Haowei, et al.
Published: (2025)
Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination
by: Akter, Syeda Nahida, et al.
Published: (2024)
by: Akter, Syeda Nahida, et al.
Published: (2024)
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
by: Zhang, Zhenyu, et al.
Published: (2025)
by: Zhang, Zhenyu, et al.
Published: (2025)
AttriLens-Mol: Attribute Guided Reinforcement Learning for Molecular Property Prediction with Large Language Models
by: Lin, Xuan, et al.
Published: (2025)
by: Lin, Xuan, et al.
Published: (2025)
Understanding and Steering the Cognitive Behaviors of Reasoning Models at Test-Time
by: Zhang, Zhenyu, et al.
Published: (2025)
by: Zhang, Zhenyu, et al.
Published: (2025)
Tracing Uncertainty in Language Model "Reasoning"
by: Grünefeld, Nils, et al.
Published: (2026)
by: Grünefeld, Nils, et al.
Published: (2026)
Large Language Model Reasoning Failures
by: Song, Peiyang, et al.
Published: (2026)
by: Song, Peiyang, et al.
Published: (2026)
Similar Items
-
BeyondBench: Contamination-Resistant Evaluation of Reasoning in Language Models
by: Srivastava, Gaurav, et al.
Published: (2025) -
Towards Reasoning Ability of Small Language Models
by: Srivastava, Gaurav, et al.
Published: (2025) -
JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation
by: Bi, Zhenyu, et al.
Published: (2025) -
EffGen: Enabling Small Language Models as Capable Autonomous Agents
by: Srivastava, Gaurav, et al.
Published: (2026) -
SELF: Self-Evolution with Language Feedback
by: Lu, Jianqiao, et al.
Published: (2023)