Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T20:07:29.419242Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2502.05143.
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 2026-08-08T20:07:29.419242Z
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
23 of 23 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a432fb0b-2407-4ccb-9186-151452c14c60 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods A survey on unit testing prac- tices and problems,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a688de5f-b55f-49ab-a201-ac8068a8e734 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Refactoring test code,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3606125e-1eec-4ce7-afd8-eeac267740a3 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Understanding myths and realities of test-suite evolution,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bf578046-865a-4d36-a7f0-b195173c64f3 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Evosuite: automatic test suite generation for object-oriented software,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation efddcda0-68ba-41cb-9d6f-7c5f7e5d0cc7 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Randoop: feedback- directed random testing for Java,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ff39fd27-bfe6-444e-8573-2d6493a697df · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Whole test suite generation,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e73d4ed9-e514-4132-90ca-6b8c5377ba03 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods A comparative analysis of large language models for code documentation generation,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9a34d909-f677-43c7-86d8-52f476d1de9c · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Chatunitest: A framework for llm-based test gener- ation,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 073f1858-791c-4cd5-83cb-3498a8b24900 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods LLaMA- Reviewer: Advancing code review automation with large language models through parameter-efficient fine- tuning,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 95fa57bd-0199-4bc0-8a6e-7ad1dc2a6299 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Debugging with open-source large language models: An evaluation,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3082de5-b17b-459e-af0a-6daa8b2117ef · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Methods2Test: A dataset of focal methods mapped to test cases,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b723a255-7378-41a9-919d-415ad63e033e · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods TIOBE index for November 2024,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 52f4f846-dc30-4b65-945c-985732788c29 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Octoverse: AI leads Python to top language as the number of global developers surges,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5ab0ce28-224d-4e71-b038-a56fa14be235 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods pyMeth- ods2Test: A dataset of Python tests mapped to focal methods,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bafae6e5-313a-498a-b949-60affd682475 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Boa: A language and infrastructure for analyzing ultra- large-scale software repositories,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d2bb5847-e96a-4650-916a-8485d8617a98 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Unit Test Case Generation with Transformers and Focal Context
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bad16ec9-3f5f-41d9-8c8d-1e39e3f63eb0 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Testroutes: A manually curated method level dataset for test-to-code traceability,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 06199cde-b2a9-44b9-a0fe-454606b874db · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e83cb912-2b72-4f45-9ae7-af5031601904 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Bandit: A tool to find common secu- rity issues in Python code,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9da899d6-3671-407d-a1c2-0cce7aaa7583 · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Defects4J: a databa se of existing faults to enable controlled testing studies for Java programs,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a9c3cbee-97a6-4e9a-a068-70cbe63e908d · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods When do changes induce fixes?
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 18b727c1-89c8-49c0-a1b6-2d84d1e4e79d · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods A3test: Assertion-augmented automated test case gen- eration,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 50e9cb0e-eba8-4c97-9dd9-c241dea3b93f · outbound
pyMethods2Test: A Dataset of Python Tests Mapped to Focal Methods Unresolved cited work
Reference 2014
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
No inbound Pith citation observations are available.