Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lyu, Zhiyi, Huang, Jianguo, Deng, Yanchen, Hoi, Steven, An, Bo
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Let's Verify Math Questions Step by Step
by: Shen, Chengyu, et al.
Published: (2025)

Let's Learn Step by Step: Enhancing In-Context Learning Ability with Curriculum Learning
by: Liu, Yinpeng, et al.
Published: (2024)

Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR
by: Hsu, Chan-Jan, et al.
Published: (2024)

Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step
by: Guo, Ziyu, et al.
Published: (2025)

Let's Simplify Step by Step: Guiding LLM Towards Multilingual Unsupervised Proficiency-Controlled Sentence Simplification
by: Zhang, Jingshen, et al.
Published: (2026)

Let's Rectify Step by Step: Improving Aspect-based Sentiment Analysis with Diffusion Models
by: Liu, Shunyu, et al.
Published: (2024)

StepSearch: Igniting LLMs Search Ability via Step-Wise Proximal Policy Optimization
by: Wang, Ziliang, et al.
Published: (2025)

Let's Be Self-generated via Step by Step: A Curriculum Learning Approach to Automated Reasoning with Large Language Models
by: Luo, Kangyang, et al.
Published: (2024)

Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning
by: Mishra, Venkatesh, et al.
Published: (2025)

Personalised Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation
by: Chen, Hailin, et al.
Published: (2023)

StepTool: Enhancing Multi-Step Tool Usage in LLMs via Step-Grained Reinforcement Learning
by: Yu, Yuanqing, et al.
Published: (2024)

RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step Retrieval
by: Oh, Minhae, et al.
Published: (2025)

Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA
by: Li, Zhuowan, et al.
Published: (2024)

R3-RAG: Learning Step-by-Step Reasoning and Retrieval for LLMs via Reinforcement Learning
by: Li, Yuan, et al.
Published: (2025)

Multi-Step Semantic Reasoning in Generative Retrieval
by: Dong, Steven, et al.
Published: (2026)

SBSC: Step-By-Step Coding for Improving Mathematical Olympiad Performance
by: Singh, Kunal, et al.
Published: (2025)

Step-by-Step Reasoning to Solve Grid Puzzles: Where do LLMs Falter?
by: Tyagi, Nemika, et al.
Published: (2024)

Step-Audio: Unified Understanding and Generation in Intelligent Speech Interaction
by: Huang, Ailin, et al.
Published: (2025)

Structure-Grounded Knowledge Retrieval via Code Dependencies for Multi-Step Data Reasoning
by: Huang, Xinyi
Published: (2026)

StepCoder: Improve Code Generation with Reinforcement Learning from Compiler Feedback
by: Dou, Shihan, et al.
Published: (2024)

Read Before You Think: Mitigating LLM Comprehension Failures with Step-by-Step Reading
by: Han, Feijiang, et al.
Published: (2025)

Search-Based LLMs for Code Optimization
by: Gao, Shuzheng, et al.
Published: (2024)

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification
by: Jiang, Yiwen, et al.
Published: (2025)

Instruct Large Language Models to Generate Scientific Literature Survey Step by Step
by: Lai, Yuxuan, et al.
Published: (2024)

LingBench++: A Linguistically-Informed Benchmark and Reasoning Framework for Multi-Step and Cross-Cultural Inference with LLMs
by: Lian, Da-Chen, et al.
Published: (2025)

Towards A Unified View of Answer Calibration for Multi-Step Reasoning
by: Deng, Shumin, et al.
Published: (2023)

Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs
by: Lai, Xin, et al.
Published: (2024)

Stephanie: Step-by-Step Dialogues for Mimicking Human Interactions in Social Conversations
by: Yang, Hao, et al.
Published: (2024)

Multi-Turn Code Generation Through Single-Step Rewards
by: Jain, Arnav Kumar, et al.
Published: (2025)

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

Exploring the Hidden Capacity of LLMs for One-Step Text Generation
by: Mezentsev, Gleb, et al.
Published: (2025)

Two Failures of Self-Consistency in the Multi-Step Reasoning of LLMs
by: Chen, Angelica, et al.
Published: (2023)

TextualVerifier: Verify TextGrad Step-by-Step
by: Situmorang, Eugenius Mario, et al.
Published: (2025)

Evaluating Step-by-Step Reasoning through Symbolic Verification
by: Zhang, Yi-Fan, et al.
Published: (2022)

Write Summary Step-by-Step: A Pilot Study of Stepwise Summarization
by: Chen, Xiuying, et al.
Published: (2024)

Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models
by: Nie, Shuo, et al.
Published: (2026)

Deictic Codes, Demonstratives, and Reference: A Step Toward Solving the Grounding Problem
by: Raftopoulos, Athanassios, et al.
Published: (2025)

Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step
by: Wang, Zezhong, et al.
Published: (2024)

Evaluating LLMs' Reasoning Over Ordered Procedural Steps
by: Anika, Adrita, et al.
Published: (2025)

It is Time to Develop an Auditing Framework to Promote Value Aware Chatbots
by: Wang, Yanchen, et al.
Published: (2024)