Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T04:45:11.094721Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2607.22471.
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 2026-08-01T04:45:11.094721Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
30 of 30 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8b7a1fb3-2cec-4d92-b4fc-57b2e3d5ea83 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Code Llama: Open Foundation Models for Code
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b460fd7-f6a7-4e43-b946-87d75ed6c1d9 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Codet5+: Open code large language models for code un- derstanding and generation,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd8ce3f9-26a6-4be2-b24e-7ee6ec6e33bf · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68af1283-186e-43ca-b645-5e180ea514ee · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation LLaMA: Open and Efficient Foundation Language Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b754a7e-0135-4672-b97c-088162e787de · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Test-driven develop- ment and llm-based code generation,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 788c7f0d-031d-42d0-b300-4651ce284af9 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Large Language Model Guided Self-Debugging Code Generation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63165519-3557-49cc-a62f-8dd91d183266 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Large Language Models as Test Case Generators: Performance Evaluation and Enhancement
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03c6c5aa-0ebb-411f-8634-503533dbb77c · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Test wars: A comparative study of sbst, symbolic execution, and llm-based approaches to unit test generation,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03169595-0da1-43fb-9cae-85d9b8cf7c89 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Valtest: Automated validation of language model generated test cases,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5f7216e-f0b3-48da-82fe-afbcb5095752 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation CodeContests+: High-Quality Test Case Generation for Competitive Programming
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7934f80b-aba3-4b42-a84e-73d046d24475 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Evaluating Large Language Models Trained on Code
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d720d9f-7c76-45e1-b572-791049b196da · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Program Synthesis with Large Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 354af337-6b48-4386-b9a6-c01a6251be31 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Measuring Coding Challenge Competence With APPS
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddc7f7cd-a5be-4d0b-9d49-b7fc5801c9e8 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Livecodebench: Holistic and contamination free evaluation of large lan- guage models for code,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edf50c8e-2db6-4d3d-9aad-0c0e204791f9 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation StarCoder: may the source be with you!
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f4f5455-adb9-4661-bca8-ff9d38c9a2de · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Self-refine: Iterative refinement with self- feedback,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2acced2c-c092-42bb-9cd5-071404c7690a · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Blueprint2code: a multi-agent pipeline for reliable code generation via blueprint planning and repair,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 561bd9ff-fcd5-4496-b7f0-cc6e423c072e · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Codetree: Agent-guided tree search for code generation with large language models,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad172749-28e5-4bf2-8c4e-7d948f9b546e · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Debatecoder: Towards collective intelligence of llms via test case driven llm debate for code generation,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f2ddb68-b4cf-4ce8-aad4-9929d59c913d · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation MapCoder: Multi-Agent Code Generation for Competitive Problem Solving
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89268b87-8a4f-4ece-a16d-bc5da30d5f11 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Divide-and-conquer meets consensus: Unleash- ing the power of functions in code generation,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1abcce01-f1d1-41bc-85c1-cb4a23ece2bc · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Self- consistency improves chain of thought reasoning in lan- guage models,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea935ab6-7a37-48b6-b583-9a120995b043 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Chain-of-thought prompting elicits reasoning in large language models,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcd201b5-062e-4119-9f76-4de66e5f79dd · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Self-planning code generation with large language models,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9ad1548-988c-4df9-acb7-ed49986df3b6 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Reflexion: Language agents with verbal reinforcement learning,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c700d10-dc2d-47cf-a228-75c1780d75ed · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Codet: Code generation with gener- ated tests,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b9247b5-a91f-4a4a-8581-dcf5b69ebe07 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4707e888-a9cc-4614-8603-350857104aff · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Qwen2.5-Coder Technical Report
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3af80b9b-113d-45a3-8c1b-f8c81103053b · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation The Llama 3 Herd of Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 967fbd1a-2353-44b2-ac6a-4526028cfc67 · outbound
MineValiCoder: Reliable Code Generation with Test Case Quality Mining and Bipartite Graph-Based Mutual Validation Qwen3 Technical Report
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.