Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T11:10:43.610161Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2502.02794.
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 2026-08-09T11:10:43.610161Z
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 2026-08-05T13:57:58.048943Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:58:04.938613Z
29 of 29 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a95d44f5-7178-4de5-9c9c-96599c7dbef3 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Which documentation for software maintenance?
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5d631a4-1463-4383-aae8-6e075027861f · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Examining the evolution of code comments in postgresql,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aee5ead3-7451-4ebc-944c-b240d0aa0f7c · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries /* icomment: Bugs or bad comments?*,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f236a152-ca53-4458-9316-725fd3f902a2 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries acomment: mining annotations from comments and code to detect interrupt related concurrency bugs,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1b34e786-8ad9-4264-9017-4b0fa48211b0 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries @ tcomment: Testing javadoc comments to detect comment-code inconsistencies,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3c68c659-a07b-4080-a1f4-637c176c01d8 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Detecting fragile comments,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a2fdc91c-7305-4cb2-a5e8-00e8b7c3e43f · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Coherence of comments and method implementations: a dataset and an empirical investigation,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d5481132-68db-4439-969e-287ebd414462 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Deep just- in-time inconsistency detection between comments and source code,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation da1e3060-4a36-4cc6-a117-eb5304e31e96 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Detecting code comment inconsistency using siamese recurrent network,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 059ce772-6a50-4829-95ad-282c8d2f4760 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Competition- level code generation with alphacode,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a44dc72-3397-44ab-b4a6-74a0b62a93f9 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Large language models are few- shot testers: Exploring llm-based general bug reproduction,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 435cf357-062f-443c-9ee5-664664da2f05 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Adaptive test generation using a large language model,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 79fb9caf-1921-44d4-b202-ce05d4d5b320 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Mutation-based Consistency Testing for Evaluating the Code Understanding Capability of LLMs
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 55d3102d-a38d-40cf-8a95-09f1bd0f9b61 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81cd43c4-0b04-4249-9825-3b4d5115912d · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Evosuite: automatic test suite generation for object-oriented software,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39318f00-ba44-4e13-b0b8-2aca65c3c5f7 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Chain-of-thought prompting elicits reasoning in large language models,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43cdf743-7104-410b-93e1-019d6b08761f · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3adf1e15-1e64-48c7-ba65-1877d6aa8e64 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Defects4j: A database of existing faults to enable controlled testing studies for java programs,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1013b392-e1e4-4f85-a6f0-eba24472ffcb · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Prompt Engineering or Fine-Tuning: An Empirical Assessment of LLMs for Code
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 606245b2-7cc3-46ba-aa4e-08686a6a01af · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Automatic Code Summarization via ChatGPT: How Far Are We?
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70a7b020-4105-4003-82ee-7acabd93fedd · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Automatic Semantic Augmentation of Language Model Prompts (for Code Summarization)
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffb2425c-2516-4357-b0f2-8a63ae6cb195 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries GPT-4 Technical Report
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0a217aa-5fd0-4739-95da-c5c2a7e5aa3d · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries A survey on metamorphic testing,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3738edaf-d2f8-426e-acc5-d1382d3390f4 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Assessing robust- ness of ml-based program analysis tools using metamorphic program transformations,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5a1da619-48b1-47dc-a9a5-e1b2adf31d5b · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Properties of machine learning applications for use in metamorphic testing,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cc21ea90-f070-4b5b-bfa9-a58bb64c91f2 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Testing and validating machine learning classifiers by metamorphic testing,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7826cce9-19bd-466b-92a5-115f6577d361 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries On Testing Non-Testable Programs,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f4c252ee-2ffe-4135-93cf-ccc0462356a7 · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Chain-of-thought prompting elicits reasoning in large language models,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c38f9cd1-b8f7-4363-b24a-f8620f2cdfea · outbound
METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries Major: An efficient and extensible tool for mutation analysis in a java compiler,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 21730c79-ffe6-4b9d-b0e2-0bd0c2514b4f · inbound
We Must Have Missed This Comment: Detecting and Repairing Stale Function References in Linux Kernel Comments METAMON: Finding Inconsistencies between Program Documentation and Behavior using Metamorphic LLM Queries
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.