Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T05:53:52.470666Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2607.02949.
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 2026-07-12T05:53:52.470666Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
32 of 32 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f2aa70b2-929f-469d-8c94-bb1799977a65 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Evaluating Large Language Models Trained on Code
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 503121c1-4d66-4e75-ad09-dde159267411 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Program Synthesis with Large Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b62651cd-5c63-49c9-ad94-886e879006ae · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Competition-level code generation with AlphaCode,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e33ad03-93e2-4eb9-9fef-b2cbd6029239 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation A survey on large language models for code generation,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b93ddf22-65da-47b8-921e-50b37d53ea04 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Large language models for software engineering: Sur- vey and open problems,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6548bad-6a7a-4383-8e04-35fde027ae3d · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Automated repair of ambiguous problem descriptions for LLM-based code generation,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5f945a5-0e40-4ec2-8740-c38ab37c0c9b · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Aligning requirement for large language model’s code generation,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3cae908-935d-4a97-bbd7-91ab0e9edbe6 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Fixing large language models’ speci- fication misunderstanding for better code generation,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5aef482-83ec-4022-8f02-a815ec9b1523 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation ClarifyGPT: A framework for enhancing LLM-based code generation via requirements clarification,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41f865c8-8e78-450a-a31f-6e0ab3a21d84 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Bridging the Gap between User Intent and LLM: A Requirement Alignment Approach for Code Generation
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5894884e-8d7c-409c-a1d4-2e613de02ec6 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96f09384-6fab-4df4-8e5d-c11bfa8e47ab · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Teaching large language models to self-debug,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 379f5321-02e6-42ec-910e-3ea42b9058e0 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Is self-repair a silver bullet for code generation?
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89a2b1b2-a13d-48de-a4dd-32078896913a · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1c1323a-6973-4841-be62-391030445065 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Self-collaboration code gener- ation via ChatGPT,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24572a7c-d9df-4b17-8d6f-bea1954607d0 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation A pair programming framework for code generation via multi-plan exploration and feedback- driven refinement,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a26e5f0-9cd8-4bad-bbf1-b82d0b67d327 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Structured chain-of-thought prompting for code generation,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e733066a-46c9-48cc-9581-27c709b46aef · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Mutation-Guided Unit Test Generation With a Large Language Model ,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00cf67aa-36d8-422c-9de6-50fbbb428a0e · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Available: https://doi.ieeecomputersociety.org/10.1109/ TSE.2026.3682975
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b1862ef-8877-40eb-9f4f-b7294e30dadb · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Hallucination to consensus: Multi-agent llms for end-to-end junit test generation,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b127f97d-495c-4f39-a80e-09e57235dd18 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation TOGLL: Correct and Strong Test Oracle Generation with LLMs
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2596bb44-248d-4549-8233-dd564c32d262 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Quantum machine learning-based test oracle for autonomous mobile robots,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec33b57e-b50b-426d-938c-73d5649c21c0 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation CodeT: Code generation with generated tests,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation beee1c06-1722-4c7f-8253-a9e6f8eecff9 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Enhancing large language mod- els in coding through multi-perspective self-consistency,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8b8ae08-2599-4bb7-8004-c32055c1533f · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation XCodeEval: An execution-based large scale multilingual multitask benchmark for code understanding, generation, translation and retrieval,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9225b8e0-a116-4c29-95e4-5a7109dfbd97 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Measuring coding challenge competence with APPS,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3a254b6-7b83-4bde-b9b7-e4b31ade6336 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation LiveCodeBench: Holistic and contamination-free evaluation of large language models for code,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8001787a-0b37-427b-99f0-8ff6e9ab50e9 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation OpenRouter: The unified interface for LLMs,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c393cdcf-d29f-4b37-8c40-0de254f0ca4c · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation The measurement of observer agreement for categorical data,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b05489b7-ada9-4e7e-9567-aa6c3532f9f6 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation A coefficient of agreement for nominal scales,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0de9e63-2b2d-413d-8132-a9f9da4ceff5 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Judging LLM-as-a-judge with MT-Bench and Chatbot Arena,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8432cc99-0841-45ff-ba86-147735770428 · outbound
BeSpec: Behavior-Level Specification Alignment for Code Generation Self-refine: Iterative refinement with self-feedback,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.