Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
An Empirical Study of the Non-determinism of ChatGPT in Code Generation
As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2308.02828.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T05:40:05.494011Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-24T03:55:59.649374Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation f03f1396-e185-44d4-9960-42fa563fa4db · inbound
CodeMind: Evaluating Large Language Models for Code Reasoning cites this paper.
CodeMind: Evaluating Large Language Models for Code Reasoning An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Reference 45
- Resolution
- verified exact
- arxiv_id, observed 2026-05-24T03:55:59.653750Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation edcfbdb7-c434-4a4d-a75a-b37ee0f7422a · inbound
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation cites this paper.
Compiled AI: Deterministic Code Generation for LLM-Based Workflow Automation An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:40:51.582602Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1d1cc71e-c609-41cd-be06-c078ef862029 · inbound
Co-Located Tests, Better AI Code: How Test Syntax Structure Affects Foundation Model Code Generation cites this paper.
Co-Located Tests, Better AI Code: How Test Syntax Structure Affects Foundation Model Code Generation An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Reference 22
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T12:01:05.205896Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8605fe87-f9ce-485e-a020-e9a7974deccc · inbound
Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models cites this paper.
Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T19:21:07.514412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bf75eb89-5d89-4956-8e2c-226473f03b92 · inbound
Where Does the Noise Come From? A Variance-Components Decomposition of Non-Determinism in LLM Brand Answers cites this paper.
Where Does the Noise Come From? A Variance-Components Decomposition of Non-Determinism in LLM Brand Answers An Empirical Study of the Non-determinism of ChatGPT in Code Generation
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T05:40:05.494011Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.