Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:09:46.562592Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2508.07434.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:09:46.562592Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-20T10:54:54.558241Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-20T10:58:14.539642Z
57 of 57 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7dba50c2-338e-44cc-9bb5-6b51c1d6ef0d · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs GPT-4 Technical Report
Reference 1
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Observation 729300db-ddd9-4184-b728-4c91f06656b7 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Openhands: A n open platform for AI software developers as generalist agents
Reference 2
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Observation e3438dd7-8c5c-4195-b451-3770da16f3a9 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Evaluating Large Language Models Trained on Code
Reference 3
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Observation f6b919bd-77b7-47bb-8b7c-d14029700ffc · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Program Synthesis with Large Language Models
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Observation 554356cd-3e6a-4c0d-919d-823fd2713447 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Less training, more repairing please: R evisiting automated program repair via zero-shot learning
Reference 5
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Observation 9f9654c3-e677-4bf9-8f1c-4840ff8fa351 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Impact of code language models on automated program repair
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Observation c5b26618-624b-4c73-ae40-6c4b57213be5 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Inferfix: E nd-to-end program repair with LLM s
Reference 7
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Observation 635cfb79-3d2c-41ee-b627-7c3768874d3d · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Learning Performance-Improving Code Edits
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Observation fc33c1c9-2b9f-4797-978a-b6af6ad0a5bc · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Large Language Models for Compiler Optimization
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Observation f63cd078-23f0-47d5-ae2b-bc77dcebcd72 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Tree of thoughts: D eliberate problem solving with large language models
Reference 10
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Observation be11a8e5-52af-49c7-8aa1-0af6b1c0f252 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters
Reference 11
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Observation 84845823-462d-4b71-adb7-056d11f47575 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training
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Observation 22076380-86b1-435c-9ce2-0aebe7c31ed4 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
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Observation f62a5e84-cd25-49b3-838a-0db214bd6c67 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Math-Shepherd: Verify and Reinforce LLMs Step-by-step without Human Annotations
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Observation fadd8d32-6e73-48cb-84c1-7b9dd454e1ff · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Let's verify step by step
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Observation e5f8e6a8-aeb2-460a-8468-f03655f8a426 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Using anytime algorithms in intelligent systems
Reference 16
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Observation e4b4d4fd-d855-419b-bcc6-841a31dfd9b1 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs CodeTree: Agent-guided Tree Search for Code Generation with Large Language Models
Reference 17
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Observation 128fcbf7-3888-40bf-bb96-8ca28f1c4ab4 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Scattered Forest Search: Smarter Code Space Exploration with LLMs
Reference 18
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Observation 3e7c7666-4e82-4b45-b29b-0b4165eb7439 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs What Makes Large Language Models Reason in (Multi-Turn) Code Generation?
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Observation 0b6471bc-d9c8-464b-8914-7f4d1d361cde · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Agentless: Demystifying LLM-based Software Engineering Agents
Reference 20
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Observation 70354d8b-f5e8-4b42-97b8-6ff12d4096fc · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Is Self-Repair a Silver Bullet for Code Generation?
Reference 21
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Observation 1daf6d9f-f489-4564-8362-245540113197 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation
Reference 22
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Observation 01558576-367b-4284-b271-d980d69ad7ce · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs RethinkMCTS : R efining erroneous thoughts in monte carlo tree search for code generation
Reference 23
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Observation 248089c0-3e20-41c5-bb02-5032ab573b68 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Artificial Intelligence: A Modern Approach
Reference 24
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Observation 2a838034-9db4-4ed8-94e3-4f0691c0f2a4 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs An Introduction to Genetic Algorithms
Reference 25
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Observation dd839d15-b014-4c9d-8050-9a0b7585881e · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Rank analysis of incomplete block designs: I
Reference 26
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Observation 21f0e52b-0251-4d10-9b74-16b4ff93ed32 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code
Reference 27
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Observation a1db59e0-b932-48fc-bd81-c713a38520f9 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs TACO: Topics in Algorithmic COde generation dataset
Reference 28
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Observation 4375161a-494f-499c-87c4-02c9b7d1c412 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs General local search methods
Reference 29
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Observation ba761c82-2742-4e55-9535-f21adb5bad26 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Policy Filtration for RLHF to Mitigate Noise in Reward Models
Reference 30
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Observation f86c948d-a7f0-485a-b715-10f5f230b717 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Training language models to follow instructions with human feedback
Reference 31
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Observation 7b5312fa-4c6c-4e8f-a20a-7d63bfcb1dc7 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Iterated local search: F ramework and applications
Reference 32
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Observation 06ce58c5-aa98-4c66-b303-560a7be1d3fd · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Course of Theoretical Physics
Reference 33
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Observation c8d8a287-7cff-4ed2-af20-ea17be86bce0 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Simulated annealing: F rom basics to applications
Reference 34
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Observation 9cd941a5-7c51-4a54-af53-688159c04ad6 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Measuring Coding Challenge Competence With APPS
Reference 35
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Observation fed6ee51-7eb3-48cf-bb47-566e73e7e7c9 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs TRL : Transformer reinforcement learning
Reference 36
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Observation 9e24064b-a19d-4e79-95ad-59d55fbcdff4 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Reasoning with Language Model is Planning with World Model
Reference 37
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Observation 84e13dcf-c0ca-4438-8094-e81927529126 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Reflexion: L anguage agents with verbal reinforcement learning
Reference 38
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Observation e4819110-3a3e-42f0-a5e3-247f8c70cdf4 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Planning In Natural Language Improves LLM Search For Code Generation
Reference 39
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Observation 1988d942-00da-4538-9f1a-f66590333066 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Training Verifiers to Solve Math Word Problems
Reference 40
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Observation 17a017c2-4a37-4946-8c7f-74c9554f0182 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation
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Observation de768fc2-29dc-496b-a8e5-3320719f5fed · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Skywork-Reward: Bag of Tricks for Reward Modeling in LLMs
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Observation ad2cf4a6-4514-4084-8741-0a36004e956e · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
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Observation 5694f089-1000-4f3c-8212-63184f1e1131 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs PanGu-Coder: Program Synthesis with Function-Level Language Modeling
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Observation a84ee40d-19f9-4ad5-998c-9987e17e9902 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence
Reference 45
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Observation 2278c954-4689-44af-b7b0-99984abbe5da · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Qwen2.5-Coder Technical Report
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Observation 78515099-a3ab-4044-832b-423e53ada154 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models
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Observation 138b9b54-5a36-400d-9835-0d97c8b54655 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step
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Observation 97a66095-5eaa-4988-950c-c688b2e02cc1 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges
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Observation 3e9c2c79-849a-4d6e-bda5-edaa726a7580 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs SWE-bench-java: A GitHub Issue Resolving Benchmark for Java
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Observation fc704216-e457-4e35-b9ae-a245b4274197 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback
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Observation 954858a4-2436-4a32-8a10-662f822aeaa5 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs The Lessons of Developing Process Reward Models in Mathematical Reasoning
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Observation a1bcfbea-21e6-46dd-96b8-9aa36ae0c15b · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Enhancing LLM Reasoning with Reward-guided Tree Search
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Observation 7a4484db-d459-44f1-b5f9-e9e0afa93d63 · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Generative Reward Models
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Observation 48faffc0-1935-46f9-a8d2-a314fba9378f · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs LLM Critics Help Catch LLM Bugs
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Observation 418bb1bb-72bd-43d4-95ae-8614a08c161c · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Generative Verifiers: Reward Modeling as Next-Token Prediction
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Observation 39c87926-b511-4da3-940d-bf9cb662250f · outbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Rm-r1: Reward modeling as reasoning
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Observation 12c0d974-183c-4e46-8a98-88d9002d58cf · inbound
AdverMCTS: Combating Pseudo-Correctness in Code Generation via Adversarial Monte Carlo Tree Search Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs
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Observation 8f8f53c8-5c95-48a3-bea3-182e33473d17 · inbound
Code as Agent Harness Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs
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