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Paper Citation Record · LEDGER

Automated Test Generation from Program Documentation Encoded in Code Comments

As of 20 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 2 inbound Pith citation observations for arXiv:2504.21161.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2504.21161 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:16:46.869434Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:48:10.530326Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-03T06:17:42.150037Z

Reference resolution

51 of 51 outbound references displayed

  • verified exact0
  • verified fuzzy42
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 492efbef-7267-42da-90d5-b938cac8a0fa · outbound

This paper cites an unresolved cited work.

Automated Test Generation from Program Documentation Encoded in Code Comments Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:16:47.901397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.627758Z digest=sha256:be14a656033ba7ee3faeca5c7a8739af6f86a5e94ee4fef3c1e1bad18b1f68ea

Observation 1033a088-1f8f-4394-ad28-5decf555cebf · outbound

This paper cites Sommerville, Software Engineering, 9/E.

Automated Test Generation from Program Documentation Encoded in Code Comments Sommerville, Software Engineering, 9/E

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.884666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.634698Z digest=sha256:bf1526708b2d6fc0efd8f58a0c9f71c2173a2f7ab760d7c3bb447e7863231836

Observation 8bb2dc02-7c0c-441a-8975-f43543db7401 · outbound

This paper cites How to Write Doc Comments for the Javadoc Tool.

Automated Test Generation from Program Documentation Encoded in Code Comments How to Write Doc Comments for the Javadoc Tool

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.867075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.639838Z digest=sha256:98f965d85853096403776dd80195aecac0275c5d94b47ffd6fddc94b44d624e8

Observation 60feb8b0-6eea-475b-a13a-a54c6910ac34 · outbound

This paper cites perlpod - the Plain Old Documentation format - Perldoc Browser.

Automated Test Generation from Program Documentation Encoded in Code Comments perlpod - the Plain Old Documentation format - Perldoc Browser

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.850905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.644797Z digest=sha256:1ea21c7ae51a2c6bb145d583e6cec13b3077a864b5a86205da44a84c9ee65155

Observation 7ab28c58-60ea-4335-a65a-c2ff75765119 · outbound

This paper cites Doxygen homepage.

Automated Test Generation from Program Documentation Encoded in Code Comments Doxygen homepage

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.833696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.649884Z digest=sha256:f584f9f96036a9a08bf84fc87bf5738a62fa33a7af72c8ac9c90ced1ad2f321d

Observation a69c4df8-273b-46ae-babe-bc703a1c6f25 · outbound

This paper cites [Online].

Automated Test Generation from Program Documentation Encoded in Code Comments [Online]

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.817019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.654672Z digest=sha256:c9151c5cf57987c2b7bc59e4ae9b50550b2c2216c1135a6d9f84a107ae6d5331

Observation 7ba2969e-af99-4fba-97d5-7988929ec024 · outbound

This paper cites Translating code comments to procedure spec- ifications,.

Automated Test Generation from Program Documentation Encoded in Code Comments Translating code comments to procedure spec- ifications,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.800212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.659813Z digest=sha256:26273e8be1b23978aeb1f0a660b7868706b31ed7a5726ad1322123275c6dbee7

Observation 7b11f860-b9ad-4c67-853a-b79f492b040a · outbound

This paper cites The oracle problem in software testing: A survey,.

Automated Test Generation from Program Documentation Encoded in Code Comments The oracle problem in software testing: A survey,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:46.664658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:46.664658Z digest=sha256:6260e7e83d1d5e40af8f608a7d5368b4cd1cf28b1d7486464c0a9a92aa09a1dd

Observation 88f45b67-fae7-4613-82c5-96471d5d5b0e · outbound

This paper cites DART: directed automated random testing,.

Automated Test Generation from Program Documentation Encoded in Code Comments DART: directed automated random testing,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.772260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.669467Z digest=sha256:02dece231ca5b38a10c6a0c5eb493b968dbc1ecab44880c9990e1da02e3ba3bc

Observation 4ee95e18-5274-4c54-9aad-e3ecca899c3b · outbound

This paper cites JPF-SE: A Symbolic Execution Extension to Java PathFinder,.

Automated Test Generation from Program Documentation Encoded in Code Comments JPF-SE: A Symbolic Execution Extension to Java PathFinder,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.756354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.674262Z digest=sha256:ed570762b57c36a0b9b8e59892b1e35a604d063baf01ea399fead8e2614a772f

Observation 6b4617bc-8bb7-4669-9d38-19aaa6f3eb14 · outbound

This paper cites Feedback-directed random test generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Feedback-directed random test generation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.739920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.679513Z digest=sha256:57773366f14021ddc0e1813889f805a2e4ca074406e0e3cb6cfcebf23fe14784

Observation e1affb81-e772-49af-91c5-ab4ffa588787 · outbound

This paper cites Whole Test Suite Generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Whole Test Suite Generation,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.723348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.684000Z digest=sha256:5f1b6bfdd948d32d9440cefe53581e48b62646805890c45601a96facb0c32fff

Observation b8bf21d5-91bc-416f-9e9c-6dbce725899f · outbound

This paper cites Jpf-Se: A symbolic execution extension to Java pathfinder,.

Automated Test Generation from Program Documentation Encoded in Code Comments Jpf-Se: A symbolic execution extension to Java pathfinder,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.707690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.688964Z digest=sha256:a1c145e347383bc77154b297341e3cd345cc5230478f043dd44aa1106a936b0a

Observation 70931d49-1c6d-4f7d-9d2f-c3ba80c021b4 · outbound

This paper cites Symbolic Execution of Programs with Heap Inputs,.

Automated Test Generation from Program Documentation Encoded in Code Comments Symbolic Execution of Programs with Heap Inputs,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.691587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.693609Z digest=sha256:74a9eec9715a28b371d22bb4e5d27143ad0bd458c998a6c9603a48eb05811805

Observation 97819f93-a307-4ccc-bb01-6c5d1616a973 · outbound

This paper cites JBSE: A Symbolic Executor for Java Programs with Complex Heap Inputs,.

Automated Test Generation from Program Documentation Encoded in Code Comments JBSE: A Symbolic Executor for Java Programs with Complex Heap Inputs,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.675546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.698369Z digest=sha256:ad17631d486f5de216395fbd5f394fe0ce60fad66ffec3c3cc3dda97150d70c9

Observation e3dcbe45-5fe0-4e93-93f5-3ce415651aa7 · outbound

This paper cites Combining symbolic execution and search-based testing for programs with complex heap inputs,.

Automated Test Generation from Program Documentation Encoded in Code Comments Combining symbolic execution and search-based testing for programs with complex heap inputs,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.659764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.703070Z digest=sha256:d235bf161a62ebdd2205fb44c339184709ed5df6446e2c3e08f112d610d43465

Observation a98db4d5-fb35-4711-8b86-89977f394896 · outbound

This paper cites Search-Based Software Test Data Generation: A Survey,.

Automated Test Generation from Program Documentation Encoded in Code Comments Search-Based Software Test Data Generation: A Survey,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.643192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.707619Z digest=sha256:6a79b3fc624a487cfd8b7351e433c1079c1cbaa4eea5d22a85a3ebac069bdd10

Observation 96f3ec93-63d5-45a2-a4e9-53dbfd6377df · outbound

This paper cites Evolutionary Testing of Classes,.

Automated Test Generation from Program Documentation Encoded in Code Comments Evolutionary Testing of Classes,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.627128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.712124Z digest=sha256:fe2c4658c8c861fabe79e41e46208b7b7386c87a3c618c103eadb0cee91f7832

Observation a99dce0a-8600-4ed0-a7c8-2c9ac4d620fb · outbound

This paper cites A survey of symbolic execution techniques,.

Automated Test Generation from Program Documentation Encoded in Code Comments A survey of symbolic execution techniques,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.609059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.716777Z digest=sha256:b86039ae26e14a8d51aac87d45b4077a2025b96fbd7e9f8439497f19e3fc07a5

Observation bfaa29ee-2fa9-4c78-83c3-28747fcfcec9 · outbound

This paper cites Search-based software engineering: Trends, techniques and applications,.

Automated Test Generation from Program Documentation Encoded in Code Comments Search-based software engineering: Trends, techniques and applications,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.590179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.721587Z digest=sha256:7c1c3c4b1feb28657c7766b6b3beb3ed4a11961e28332cabbce589bb8fc75f48

Observation 5dba32f3-fb14-4cd0-83a4-84851ac5c57a · outbound

This paper cites Pezz `e and M.

Automated Test Generation from Program Documentation Encoded in Code Comments Pezz `e and M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.573565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.726623Z digest=sha256:8ea83343b36d1f2739ff950e14a59302ba82bdc25f30d0ff1304eb0332a474b8

Observation f2dbe0ff-624a-400c-aab8-e5dea2e7977c · outbound

This paper cites The category-partition method for specifying and generating functional tests,.

Automated Test Generation from Program Documentation Encoded in Code Comments The category-partition method for specifying and generating functional tests,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.556033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.731117Z digest=sha256:1dbdc356ddb253b6a9a9b90251eb6217bd233fe409d8e565496398ea017be7d5

Observation 1e3baed6-09af-491e-96e7-f3f88b2679da · outbound

This paper cites Evosuite: Automatic test suite generation for object-oriented software,.

Automated Test Generation from Program Documentation Encoded in Code Comments Evosuite: Automatic test suite generation for object-oriented software,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.539339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.735655Z digest=sha256:96f3af8f088fc734e08e3d479e09295fe2df1c062554cae3ed339535ccd5dcb8

Observation 46ead114-d775-472c-8d69-64d8b8b1797a · outbound

This paper cites Automatically gen- erating test cases for safety-critical software via symbolic execution,.

Automated Test Generation from Program Documentation Encoded in Code Comments Automatically gen- erating test cases for safety-critical software via symbolic execution,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.522980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.740330Z digest=sha256:d8f99a17b50d0a6582628ae2d1ec72a26df583ea0edd2831f370c04337380d6d

Observation 774cc8d4-ccdb-4b19-8874-572f4ad22b2e · outbound

This paper cites Whole test suite generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Whole test suite generation,

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:46.744804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:46.744804Z digest=sha256:006d5210565e84b23ff4cd845fd970909eb0c54f1f9636dbf90fd01a630afaf5

Observation d734ee83-3015-4ed0-84dd-cad1dfb73429 · outbound

This paper cites The stanford corenlp natural language processing toolkit,.

Automated Test Generation from Program Documentation Encoded in Code Comments The stanford corenlp natural language processing toolkit,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.493747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.749770Z digest=sha256:6cf1309274ec56156b4b09aba116ab2852db957c48a9f2fbed5e9e28317c64ea

Observation a778491d-7276-422b-aac4-cbe37e502ca4 · outbound

This paper cites Generating typed dependency parses from phrase structure parses.

Automated Test Generation from Program Documentation Encoded in Code Comments Generating typed dependency parses from phrase structure parses

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.477497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.754474Z digest=sha256:d46e4e5144778fc5a5a63fb119a56e5b4670abde11d9b7a81e5bc995401ef408

Observation bc53e9ce-c9d4-4225-946a-0d9ccb9dafcd · outbound

This paper cites Com- bining multiple coverage criteria in search-based unit test generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Com- bining multiple coverage criteria in search-based unit test generation,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.461222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.759115Z digest=sha256:dc517eafa205dc6c6545025a68e48a8e3ed978eee081b0cfdbccff07e0aad131

Observation b15db914-00ce-4034-936b-b8b9807bda11 · outbound

This paper cites Evosuite at the sbst 2021 tool competition,.

Automated Test Generation from Program Documentation Encoded in Code Comments Evosuite at the sbst 2021 tool competition,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.445029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.763962Z digest=sha256:b02acb0fa2d0e96d9b59811a6810c791d914b04bb440da822aa57677c257bcfb

Observation 998e83db-b4e3-45a6-aa2c-5d30416cb895 · outbound

This paper cites Unit Test Case Generation with Transformers and Focal Context.

Automated Test Generation from Program Documentation Encoded in Code Comments Unit Test Case Generation with Transformers and Focal Context

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:46.768599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:46.768599Z digest=sha256:670fde61f44b3d420365567d7cca0ccf513a6d99746c899f3caffe46e273368e

Observation ae23cb1b-5ce3-4d70-b8fe-dcacab51fe9b · outbound

This paper cites A3Test: Assertion-Augmented Automated Test Case Generation.

Automated Test Generation from Program Documentation Encoded in Code Comments A3Test: Assertion-Augmented Automated Test Case Generation

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:46.773835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:46.773835Z digest=sha256:3c1891eb33372cf4dd3a25c40081d8942b04e505333f5c6cb1f1474638a5b8c9

Observation 5117ff5b-c2ad-462d-90e2-a1c4c4f8d3df · outbound

This paper cites What is a good test case?.

Automated Test Generation from Program Documentation Encoded in Code Comments What is a good test case?

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.428295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.778947Z digest=sha256:2102e4eca6d184f836711274729064d40cfd02ddf71ff2d0f9d88143da9f9dbf

Observation 87929349-abad-43b4-8092-7ddaf2e00609 · outbound

This paper cites Release ISSTA 2016 · albertogoffi/toradocu.

Automated Test Generation from Program Documentation Encoded in Code Comments Release ISSTA 2016 · albertogoffi/toradocu

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.412651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.783565Z digest=sha256:baadf2a2d0601979b131488a78833ab1fdbc010e0acd124ae92db926619829ba

Observation 8f4a7503-bf55-4d65-8085-af613fe77f53 · outbound

This paper cites toradocu/src/test/resources/goal-output at master · albertogoffi/- toradocu · GitHub.

Automated Test Generation from Program Documentation Encoded in Code Comments toradocu/src/test/resources/goal-output at master · albertogoffi/- toradocu · GitHub

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.396527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.788153Z digest=sha256:41443b40014682ed4b7d0fec6acacf3b945523351f91cf2d7dfbad6eb34fd072

Observation 0e4420bc-eac5-40f8-88b0-0b52ffbfb802 · outbound

This paper cites Jbmc: A bounded model checking tool for verifying java bytecode,.

Automated Test Generation from Program Documentation Encoded in Code Comments Jbmc: A bounded model checking tool for verifying java bytecode,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.380580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.792927Z digest=sha256:a352f4d728d844de1327bce468288a533320cb1c94270da108931c7422610914

Observation 7d23506c-aac6-4422-b68d-585085377517 · outbound

This paper cites Pex: White box test generation for .NET,.

Automated Test Generation from Program Documentation Encoded in Code Comments Pex: White box test generation for .NET,

Reference 36

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T05:16:47.109872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.797483Z digest=sha256:3aaec9a7f16e88827b849e4d909fcd6ef8b1f4f739a7b9afed7c710b7ea5e673

Observation 70692726-3f26-448b-b889-d8fc7fb6e0eb · outbound

This paper cites Assertion-oriented automated test data generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Assertion-oriented automated test data generation,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.365197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.802333Z digest=sha256:4716fa01807273909b35f393b71880a4b4d8391cdc52330fd3c74c415f524823

Observation 715b1b5f-d485-417b-add9-2250bd08b402 · outbound

This paper cites Cute and jcute: Concolic unit testing and explicit path model-checking tools: (tool paper),.

Automated Test Generation from Program Documentation Encoded in Code Comments Cute and jcute: Concolic unit testing and explicit path model-checking tools: (tool paper),

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.348920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.806854Z digest=sha256:d9bdde3abc6de95c2fa0d2614fe63e27dc21db6530264d2508603f34c156a3e1

Observation a8acc3a9-f543-4096-b570-075c4b723643 · outbound

This paper cites Automated test generation for activation of assertions in rtl models,.

Automated Test Generation from Program Documentation Encoded in Code Comments Automated test generation for activation of assertions in rtl models,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.333181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.811367Z digest=sha256:3287fb39378cbae1ac5b420b046e4e3e7c2b724fd2e8f75a878531b30f32369f

Observation f1e38812-ba5c-4243-9f8a-d773c65cccd1 · outbound

This paper cites Checking java assertions using automated test-case generation,.

Automated Test Generation from Program Documentation Encoded in Code Comments Checking java assertions using automated test-case generation,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.316899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.815939Z digest=sha256:5ab388cd9d4dde58b31962de06ea8c57422e66d7ea1ef1fcd0b77cf322cfa22b

Observation ece13820-db19-483c-b318-3ca4be2aa996 · outbound

This paper cites an unresolved cited work.

Automated Test Generation from Program Documentation Encoded in Code Comments Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-16T05:16:47.301370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.820866Z digest=sha256:724cf81a9cc4594fe824ca0afc5f365b301680f4b77eddf8e52b2df878e58120

Observation db5c0f7d-3a45-46a5-9c1f-7a4b5e58f461 · outbound

This paper cites Automated program flaw finding using simulated annealing,.

Automated Test Generation from Program Documentation Encoded in Code Comments Automated program flaw finding using simulated annealing,

Reference 42

Resolution
metadata mismatch
raw_fallback, observed 2026-08-16T05:16:47.035517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.825845Z digest=sha256:29cc9fab0c44bd84727f2e92cbbdb7eba5907a827b4cf4d5554d1ab0c16a398c

Observation c0db7fe7-987f-47b1-9ab4-aea4ca429475 · outbound

This paper cites Pseudo-oracles for non-testable programs,.

Automated Test Generation from Program Documentation Encoded in Code Comments Pseudo-oracles for non-testable programs,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.285194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.830592Z digest=sha256:eca723f03dcfb48419beef5e0b69cb3dd060d30c96770c38a6eb7fb38e93ce68

Observation 1031ad49-0c83-459b-b7b9-cd8af96bcf64 · outbound

This paper cites Generating diverse software versions with genetic program- ming: an experimental study,.

Automated Test Generation from Program Documentation Encoded in Code Comments Generating diverse software versions with genetic program- ming: an experimental study,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.269221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.835356Z digest=sha256:56a331bda206b47e8f0181de9fc5f4567cc11bb5c71480a2fecc54f90741e78d

Observation 56b13a1e-535b-49c9-b377-bcc3cd5ae358 · outbound

This paper cites Search-based failure discovery using testability transfor- mations to generate pseudo-oracles,.

Automated Test Generation from Program Documentation Encoded in Code Comments Search-based failure discovery using testability transfor- mations to generate pseudo-oracles,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.252314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.840340Z digest=sha256:576eade4fb017e5a8d4a252328a830bd69bfb35a4a51da2ca773d264791a01a9

Observation e0cfe4c0-1f7a-4f50-a506-04624b5eab0b · outbound

This paper cites Automatic system testing of programs without test oracles,.

Automated Test Generation from Program Documentation Encoded in Code Comments Automatic system testing of programs without test oracles,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.233028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.844932Z digest=sha256:4a6cb58d47a7dd9fe1b43ad18e3e70afe371989615f1a786105680cfd7ab8aea

Observation 0f169771-6403-4da2-ac63-cc52698aea66 · outbound

This paper cites Using jml runtime assertion checking to automate metamorphic testing in applications without test oracles,.

Automated Test Generation from Program Documentation Encoded in Code Comments Using jml runtime assertion checking to automate metamorphic testing in applications without test oracles,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.216325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.850027Z digest=sha256:fd4d9be630a2e38cd0c085c3da585bd9af137cbc5076d1130569c295abcd37f8

Observation c54feae8-1c47-4bd1-a31d-6389d9744ec9 · outbound

This paper cites Statistical metamorphic testing testing programs with random output by means of statistical hypothesis tests and metamorphic testing,.

Automated Test Generation from Program Documentation Encoded in Code Comments Statistical metamorphic testing testing programs with random output by means of statistical hypothesis tests and metamorphic testing,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.198820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.855161Z digest=sha256:ee8ea0a30d4930a70a9197742f0b62a069099e02f69f36ab931c1d0ef2ead0d8

Observation f18aeeb0-1795-4c59-8e40-cb2aa6b5698f · outbound

This paper cites Inferring better contracts,.

Automated Test Generation from Program Documentation Encoded in Code Comments Inferring better contracts,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.180804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.859983Z digest=sha256:74d2d5469df10fb6a562106e55b558bd72b370fbf3a2e2df9932d24fe710cef1

Observation 934625d5-eea7-4338-a095-eae8c945f490 · outbound

This paper cites Stateful testing: Finding more errors in code and contracts,.

Automated Test Generation from Program Documentation Encoded in Code Comments Stateful testing: Finding more errors in code and contracts,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:16:47.163448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-16T05:16:46.864801Z digest=sha256:e528d3a8bc6605c686f0b5ca5d02ddc5e9fca4a5b438342c9aa64522ce6058dc

Observation 3ebffee4-5c30-42aa-958f-87c8a4f856d2 · outbound

This paper cites Available: http://dx.doi.org/10.1109/ASE.2011.6100094.

Automated Test Generation from Program Documentation Encoded in Code Comments Available: http://dx.doi.org/10.1109/ASE.2011.6100094

Reference 443

Resolution
unresolved
no resolver link, observed 2026-08-16T05:16:46.869434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:16:46.869434Z digest=sha256:f9fb06fd2f3e66600232dcba80f940c2ac1fd2eb8124d4f13f2829d4b7401cb8

Pith citing papers

Observation bf0dd2cd-aa89-49a3-bca1-ac90e08738fa · inbound

Beyond Coverage and Kill Scores: Empirically Measuring Test Suite Behavioural Gaps cites this paper.

Beyond Coverage and Kill Scores: Empirically Measuring Test Suite Behavioural Gaps Automated Test Generation from Program Documentation Encoded in Code Comments

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-07-03T06:17:42.152518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-06-27T12:46:05.332740Z digest=sha256:5e3794ad92c9b0ea4a0cfc51aaba37acd9e9eaec5bd978bee9a8f18eaecf3b6e

Observation a01a08b5-d30e-4446-a03e-22be3ce95331 · inbound

SONAR: Task-Aware Code Summary Evaluation for LLM Consumers Without References cites this paper.

SONAR: Task-Aware Code Summary Evaluation for LLM Consumers Without References Automated Test Generation from Program Documentation Encoded in Code Comments

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-15T14:48:10.530326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:48:10.530326Z digest=sha256:381e6217319dfbbce33a88887d11e143088ad52615ef33d396afc67fef08aa23