Cover Image

Self-Verifying Reflection Helps Transformers with CoT Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yu, Zhongwei, Xia, Wannian, Yan, Xue, Xu, Bo, Zhang, Haifeng, Du, Yali, Wang, Jun
Format:	Preprint
Published:	2025
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning
by: Yan, Shaotian, et al.
Published: (2026)

How Likely Do LLMs with CoT Mimic Human Reasoning?
by: Bao, Guangsheng, et al.
Published: (2024)

What Characterizes Effective Reasoning? Revisiting Length, Review, and Structure of CoT
by: Feng, Yunzhen, et al.
Published: (2025)

CDW-CoT: Clustered Distance-Weighted Chain-of-Thoughts Reasoning
by: Fang, Yuanheng, et al.
Published: (2025)

The Quest for Efficient Reasoning: A Data-Centric Benchmark to CoT Distillation
by: Zhang, Ruichen, et al.
Published: (2025)

From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step
by: Deng, Yuntian, et al.
Published: (2024)

To CoT or To Loop? A Formal Comparison Between Chain-of-Thought and Looped Transformers
by: Xu, Kevin, et al.
Published: (2025)

Exploring the Limitations of Mamba in COPY and CoT Reasoning
by: Ren, Ruifeng, et al.
Published: (2024)

LayerCraft: Enhancing Text-to-Image Generation with CoT Reasoning and Layered Object Integration
by: Zhang, Yuyao, et al.
Published: (2025)

Divide-and-Conquer CoT: RL for Reducing Latency via Parallel Reasoning
by: Mahankali, Arvind, et al.
Published: (2026)

Incentivizing LLMs to Self-Verify Their Answers
by: Zhang, Fuxiang, et al.
Published: (2025)

Memory-Driven Self-Improvement for Decision Making with Large Language Models
by: Yan, Xue, et al.
Published: (2025)

Unveiling and Causalizing CoT: A Causal Pespective
by: Fu, Jiarun, et al.
Published: (2025)

What's Behind PPO's Collapse in Long-CoT? Value Optimization Holds the Secret
by: Yuan, Yufeng, et al.
Published: (2025)

CoVerRL: Breaking the Consensus Trap in Label-Free Reasoning via Generator-Verifier Co-Evolution
by: Pan, Teng, et al.
Published: (2026)

Visual CoT Makes VLMs Smarter but More Fragile
by: Xu, Chunxue, et al.
Published: (2025)

Demonstrations, CoT, and Prompting: A Theoretical Analysis of ICL
by: Tong, Xuhan, et al.
Published: (2026)

Hindsight Hint Distillation: Scaffolded Reasoning for SWE Agents from CoT-free Answers
by: Wang, Shengjie, et al.
Published: (2026)

Zebra-CoT: A Dataset for Interleaved Vision Language Reasoning
by: Li, Ang, et al.
Published: (2025)

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
by: Xu, Haotian, et al.
Published: (2025)

To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
by: Sprague, Zayne, et al.
Published: (2024)

The Illusion of Reasoning: Exposing Evasive Data Contamination in LLMs via Zero-CoT Truncation
by: Lan, Yifan, et al.
Published: (2026)

Locally-Deployed Chain-of-Thought (CoT) Reasoning Model in Chemical Engineering: Starting from 30 Experimental Data
by: Zhou, Tianhang, et al.
Published: (2025)

The Ends Justify the Thoughts: RL-Induced Motivated Reasoning in LLM CoTs
by: Howe, Nikolaus, et al.
Published: (2025)

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning
by: Ye, Xinwu, et al.
Published: (2026)

EPiC: Towards Lossless Speedup for Reasoning Training through Edge-Preserving CoT Condensation
by: Jia, Jinghan, et al.
Published: (2025)

ProgCo: Program Helps Self-Correction of Large Language Models
by: Song, Xiaoshuai, et al.
Published: (2025)

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning
by: Saparkhan, Raman, et al.
Published: (2026)

From Solving to Verifying: A Unified Objective for Robust Reasoning in LLMs
by: Wang, Xiaoxuan, et al.
Published: (2025)

Milestones over Outcome: Unlocking Geometric Reasoning with Sub-Goal Verifiable Reward
by: Chen, Jianlong, et al.
Published: (2026)

Audio Flamingo Sound-CoT Technical Report: Improving Chain-of-Thought Reasoning in Sound Understanding
by: Kong, Zhifeng, et al.
Published: (2025)

Training on Documents About Monitoring Leads to CoT Obfuscation
by: Haskins, Reilly, et al.
Published: (2026)

Meta-CoT: Enhancing Granularity and Generalization in Image Editing
by: Zhang, Shiyi, et al.
Published: (2026)

CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models
by: Zhao, Qingqing, et al.
Published: (2025)

UML-CoT: Structured Reasoning and Planning with Unified Modeling Language for Robotic Room Cleaning
by: Chen, Hongyu, et al.
Published: (2025)

Reinforcing General Reasoning without Verifiers
by: Zhou, Xiangxin, et al.
Published: (2025)

Cross Domain Evaluation of Multimodal Chain-of-Thought Reasoning of different datasets into the Amazon CoT Framework
by: Tiwari, Nitya, et al.
Published: (2025)

Feature Resemblance: Towards a Theoretical Understanding of Analogical Reasoning in Transformers
by: Xu, Ruichen, et al.
Published: (2026)

Nash CoT: Multi-Path Inference with Preference Equilibrium
by: Zhang, Ziqi, et al.
Published: (2024)

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought
by: Zhang, Boxuan, et al.
Published: (2025)