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Paper Citation Record · LEDGER

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2608.05822.

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

pith.paper-citation-record.v1
2608.05822 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:54:22.657692Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

  • verified exact0
  • verified fuzzy45
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e69bef93-6f62-4e72-bdfc-9606656df9a9 · outbound

This paper cites Chatassert: Llm- based test oracle generation with external tools assis- tance,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatassert: Llm- based test oracle generation with external tools assis- tance,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.211168Z

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.

source=pdf_text observed=2026-08-07T22:54:22.404178Z digest=sha256:e93617f78e1bf7244e478fe4b4b314a50029efec4362b27e527813b79d4039dc

Observation f0fa9199-77f7-40b2-b957-b07699400438 · outbound

This paper cites Evaluating and improving chatgpt for unit test generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Evaluating and improving chatgpt for unit test generation,

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T22:54:22.408462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:54:22.408462Z digest=sha256:64b764d92ad2dc133f884d976365e62e73edd71c4e0ed5651c09cdb4504cb252

Observation 3d7d5b57-accb-43f0-99b3-c2e86aecf75c · outbound

This paper cites Chatunitest: A framework for llm-based test genera- tion,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatunitest: A framework for llm-based test genera- tion,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.194078Z

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.

source=pdf_text observed=2026-08-07T22:54:22.412279Z digest=sha256:43b89466a666a4ba4b2d99f94aef6c8959738811aec4a7ba5d76842cd480fb46

Observation f44a5255-c348-40d9-8742-6d8c87ee533a · outbound

This paper cites Revis- iting and improving retrieval-augmented deep assertion generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Revis- iting and improving retrieval-augmented deep assertion generation,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.184174Z

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.

source=pdf_text observed=2026-08-07T22:54:22.416064Z digest=sha256:8479d3c1b70538af8103e03987a4725ff834c51820f564f3098a599eefb35e72

Observation dc106f1b-c5a1-4d45-b4ab-b437d00f3a1f · outbound

This paper cites On the evaluation of large language models in unit test generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation On the evaluation of large language models in unit test generation,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.174330Z

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.

source=pdf_text observed=2026-08-07T22:54:22.420116Z digest=sha256:b24197bf8d367d99138ce9e1cd228bc882a67e5ae03f43a7644672dfe260ecf9

Observation 790016ce-231f-4106-9db7-9e7b546d7dad · outbound

This paper cites On learning meaningful assert state- ments for unit test cases,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation On learning meaningful assert state- ments for unit test cases,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.164723Z

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.

source=pdf_text observed=2026-08-07T22:54:22.424142Z digest=sha256:5cfd5f57402a4946260a91c30b80055680984a1e97d3879d4befee7a5bf91991

Observation 5cd2701f-ac7e-4850-9fce-052a9b786c86 · outbound

This paper cites Automated assertion generation via information retrieval and its integration with deep learning,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Automated assertion generation via information retrieval and its integration with deep learning,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.154804Z

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.

source=pdf_text observed=2026-08-07T22:54:22.428271Z digest=sha256:8460e1a04e741edcc653268be6d1eff1de6eb5a0459a1a3549f2e438196a6bbf

Observation c33758a0-1c13-4a28-bdda-c7af9adf5a8d · outbound

This paper cites TOGLL: Correct and Strong Test Oracle Generation with LLMs.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation TOGLL: Correct and Strong Test Oracle Generation with LLMs

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T22:54:22.431869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:54:22.431869Z digest=sha256:e3c4158cf301198c7cb9d208881ad830c3f603b78653b02cb8039441c036308d

Observation 4a22363e-7e8b-4fe9-adc3-0aac3b135064 · outbound

This paper cites Java enterprise edition support in search-based junit test generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Java enterprise edition support in search-based junit test generation,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.145122Z

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.

source=pdf_text observed=2026-08-07T22:54:22.436007Z digest=sha256:a524af43466a104d3c4c0ff830d04636c74efdd4bc86e33b13b4eb1d4e018577

Observation 5d688d6d-2d2e-445a-8898-c0e6771bfbc3 · outbound

This paper cites Randoop: feedback- directed random testing for java,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Randoop: feedback- directed random testing for java,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.135452Z

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.

source=pdf_text observed=2026-08-07T22:54:22.439702Z digest=sha256:bba646fbc659b9b9532f2a527547b0a1bd15a1b8c75bf3c824733a1049a8e481

Observation 3d816eb7-5797-4294-be42-e320fff523a0 · outbound

This paper cites SELECT - a formal system for testing and debugging programs by symbolic execution,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation SELECT - a formal system for testing and debugging programs by symbolic execution,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.126553Z

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.

source=pdf_text observed=2026-08-07T22:54:22.443282Z digest=sha256:0b12900553b6e97bb27256e28edbeb8d96a005ac3795b21d92d40625237b279e

Observation 02533c30-2de0-4fd6-a07e-c93533f7db34 · outbound

This paper cites Symbolic testing and the DISSECT symbolic evaluation system,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Symbolic testing and the DISSECT symbolic evaluation system,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.117225Z

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.

source=pdf_text observed=2026-08-07T22:54:22.447061Z digest=sha256:cd03aa9b8e33dcfbe91cd966526d35872fcc0fe5c6517184d8a6226663c51c02

Observation 06cd383b-e4b4-44e7-acee-1285a8e37ca4 · outbound

This paper cites A new approach to program testing,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A new approach to program testing,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.107959Z

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.

source=pdf_text observed=2026-08-07T22:54:22.451063Z digest=sha256:fb90c69614b93ecf6331bfaf3d7d733798f276665f5cb027b7b3e088d876fb77

Observation d89cabb4-83c6-422c-8ce4-9495022a1b93 · outbound

This paper cites General- ized symbolic execution for model checking and testing,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation General- ized symbolic execution for model checking and testing,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.097843Z

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.

source=pdf_text observed=2026-08-07T22:54:22.454758Z digest=sha256:5e5dfa51ebb84aa6612bf5bbc845294f00db81cb115f64471cf66c65f605cd8d

Observation 5a212c9f-7cdb-46dc-aa99-c3850a39ee5d · outbound

This paper cites KLEE: unas- sisted and automatic generation of high-coverage tests for complex systems programs,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation KLEE: unas- sisted and automatic generation of high-coverage tests for complex systems programs,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.078258Z

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.

source=pdf_text observed=2026-08-07T22:54:22.462414Z digest=sha256:b033bb5bba85a7572398d2d5f526512d99d251962f3919e652b8519608889fb9

Observation b4048fcc-9dad-408d-a37a-2c400746a95b · outbound

This paper cites Symbolic pathfinder: symbolic execution of java bytecode,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Symbolic pathfinder: symbolic execution of java bytecode,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.067889Z

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.

source=pdf_text observed=2026-08-07T22:54:22.466042Z digest=sha256:f754b3c1906d0d8f340b8ba45d8d39f27519b0a193f1d32369ae9cec7fb7931e

Observation fc88895f-425a-41be-9acf-1b741949c654 · outbound

This paper cites Mining test oracles of web search engines,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Mining test oracles of web search engines,

Reference 17

Resolution
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raw_fallback, observed 2026-08-07T22:54:23.057979Z

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.

source=pdf_text observed=2026-08-07T22:54:22.469726Z digest=sha256:8806716b9b7e9c5841b4ee252a6ba7cdd117a908afaa1b267797514baf1e52c4

Observation 0d151587-17d6-4511-acc1-9ac09909b5f8 · outbound

This paper cites @tcomment: Testing javadoc comments to detect comment-code inconsistencies,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation @tcomment: Testing javadoc comments to detect comment-code inconsistencies,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.047776Z

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.

source=pdf_text observed=2026-08-07T22:54:22.473317Z digest=sha256:482afb56732c27613a1d0606a99b86d6479586789b69e1b8e51c396e8aa2ed09

Observation ccc2c160-d270-4e89-886a-6cf04ecb2ee1 · outbound

This paper cites Auto- matic generation of oracles for exceptional behaviors,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Auto- matic generation of oracles for exceptional behaviors,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.037780Z

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.

source=pdf_text observed=2026-08-07T22:54:22.476835Z digest=sha256:0bdcf6482d4b9c9a0412f5962cad55257235b66dca5a62a34d39eaa4ad16efca

Observation a9e9a742-2875-4908-8376-cb8f859fc27a · outbound

This paper cites A survey of symbolic execution techniques,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A survey of symbolic execution techniques,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.027635Z

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.

source=pdf_text observed=2026-08-07T22:54:22.555462Z digest=sha256:b9e8fe2a7ed2f84ad92c9b5354632df323961e43ca299abfac8e26e1ba50f933

Observation f330bbec-e09e-49bb-a4f7-e1ef02856d01 · outbound

This paper cites TOGA: A neural method for test oracle generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation TOGA: A neural method for test oracle generation,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.017163Z

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.

source=pdf_text observed=2026-08-07T22:54:22.559331Z digest=sha256:f779aaf9adcb15bfc80d88e365e1c0ae01c354bc098c7863511aa457cb69baaa

Observation b2f0f31e-5239-4a5e-8f8f-f3abe5f28b6a · outbound

This paper cites Self-contrast: Better reflection through in- consistent solving perspectives,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Self-contrast: Better reflection through in- consistent solving perspectives,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:23.006499Z

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.

source=pdf_text observed=2026-08-07T22:54:22.562776Z digest=sha256:9f8bd2335b18f6b0603ee082bd3ed1ff7a0fb79607942c54ff19a8ed1c36e105

Observation d9fa182a-4d85-4907-9002-e1b5ea301a30 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Judging llm-as-a-judge with mt-bench and chatbot arena,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.995664Z

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.

source=pdf_text observed=2026-08-07T22:54:22.566080Z digest=sha256:26d1ba394593403392e38f95959dd52439bb32e85d93fbe11002570fb277a719

Observation d86bcc3f-8e40-4f4e-90ee-ebfcebea8911 · outbound

This paper cites Defects4j: a database of existing faults to enable controlled testing studies for java programs,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Defects4j: a database of existing faults to enable controlled testing studies for java programs,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.985434Z

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.

source=pdf_text observed=2026-08-07T22:54:22.569040Z digest=sha256:7392d85bf50d93e837ba8909b58b1529ab4209f495074139b039404eff4cef1d

Observation c4f0b215-2c8b-40e5-8500-905ba37fa735 · outbound

This paper cites Homepage,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Homepage,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.977092Z

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.

source=pdf_text observed=2026-08-07T22:54:22.571851Z digest=sha256:09b2b131b32f0eee853b5a627441262f39e01fc4ebfe5276c28c96db95a57892

Observation 7163f11f-82da-414d-a890-af8003e76962 · outbound

This paper cites Large language models for equivalent mutant detection: How far are we?.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Large language models for equivalent mutant detection: How far are we?

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.968300Z

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.

source=pdf_text observed=2026-08-07T22:54:22.574761Z digest=sha256:bcb140189c0560d9a54f0edf85937de5c790d0eb9f593fc1135fa6645c9d0b1e

Observation f01e182c-8e89-4572-b4dc-721d2eb52c0b · outbound

This paper cites Clarifying semantics of in-context examples for unit test generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Clarifying semantics of in-context examples for unit test generation,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.958906Z

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.

source=pdf_text observed=2026-08-07T22:54:22.577579Z digest=sha256:03c752dcf7e425d98b10e3ffa8d1ee5461281be99870c62b557364c08412281f

Observation a1197bea-7767-47fe-a47e-ed9151c6336e · outbound

This paper cites Improving deep assertion generation via fine-tuning retrieval-augmented pre-trained language models,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Improving deep assertion generation via fine-tuning retrieval-augmented pre-trained language models,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.949415Z

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.

source=pdf_text observed=2026-08-07T22:54:22.580663Z digest=sha256:8d98870131bd90a8858be399ec470f186dff9b9e54ceef2e510a7c12576f01f8

Observation e3c033e1-8004-4f2c-a49f-b4e12a727a4b · outbound

This paper cites AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T22:54:22.583514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:54:22.583514Z digest=sha256:244afca2dbd85b85c1ba12d9a0de7321fdbd5fe739a31d0a46e0e26b06350bd7

Observation de2c14e0-6751-4e52-bce0-605919707075 · outbound

This paper cites Learning deep semantics for test completion,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Learning deep semantics for test completion,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.939120Z

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.

source=pdf_text observed=2026-08-07T22:54:22.586765Z digest=sha256:1c7dce00f1ca20c4be90a174f6c937235e6a38bcdeafd701fe48965a3e8a9042

Observation 1f762324-ebcf-4ba5-838a-6ce47d8dbb65 · outbound

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

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unit Test Case Generation with Transformers and Focal Context

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T22:54:22.589524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:54:22.589524Z digest=sha256:daf73a636b98a118ee360157118301dfcbf20ec77404bcd4d9944d86a5112e18

Observation 0e40c4e4-1f10-4e71-bd71-0438fcb9b0d8 · outbound

This paper cites Hybrid automated program repair by combining large language models and program analysis,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Hybrid automated program repair by combining large language models and program analysis,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.928890Z

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.

source=pdf_text observed=2026-08-07T22:54:22.593228Z digest=sha256:5efe799821adb97dccd80a69d3390c6cd29f41bee75da05f98e8d3a75b0d00bd

Observation 55aefb7e-6b24-4998-98ac-2693087d477e · outbound

This paper cites Variable- based fault localization via enhanced decision tree,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Variable- based fault localization via enhanced decision tree,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.918094Z

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.

source=pdf_text observed=2026-08-07T22:54:22.596484Z digest=sha256:9d0b26c559c8a090125c14436eb21d52b3f31c3b06f38473d7fa39cfd7fa5c10

Observation 1827a4b6-db54-4137-9761-7ae0dfaf9ad7 · outbound

This paper cites Do automatically generated unit tests find real faults? an empirical study of effectiveness and challenges (t),.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Do automatically generated unit tests find real faults? an empirical study of effectiveness and challenges (t),

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.905979Z

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.

source=pdf_text observed=2026-08-07T22:54:22.599801Z digest=sha256:59ad0faabc12088132eeece19472a4cdfacb37e0ffa19a648032ca390e5072d3

Observation 5fa685e5-63d8-49b0-8903-21381b33d5f1 · outbound

This paper cites Long short-term memory,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Long short-term memory,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.894525Z

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.

source=pdf_text observed=2026-08-07T22:54:22.602978Z digest=sha256:a217d7681eb5fab7dfbb4bcde45822542725e2eb44a62db69dcd4a0cd28c49e2

Observation b49cfbf8-f499-4956-9887-8bdc063f6c07 · outbound

This paper cites Codegen: An open large language model for code with multi-turn program synthesis,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Codegen: An open large language model for code with multi-turn program synthesis,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.882648Z

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.

source=pdf_text observed=2026-08-07T22:54:22.606445Z digest=sha256:bde001c319cb55a0af257d94329437049704d21eb1f8d8466ec06fc6cc428668

Observation 4ca72177-a368-4f3b-937b-bd601bae0741 · outbound

This paper cites Unixcoder: Unified cross-modal pre-training for code representation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unixcoder: Unified cross-modal pre-training for code representation,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.871563Z

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.

source=pdf_text observed=2026-08-07T22:54:22.610085Z digest=sha256:57a562d7f8de7cc9ded37825b2a85d0ac3106b468d53f830b1ed322f67c0b85b

Observation 58d57895-7381-42f0-9d3a-923d97b295d8 · outbound

This paper cites Fixing large language models’ specification misunderstanding for better code generation,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Fixing large language models’ specification misunderstanding for better code generation,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.861620Z

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.

source=pdf_text observed=2026-08-07T22:54:22.613495Z digest=sha256:814eb836ebdb416de657a301cd878718a0478c02e643c2fff189f4f9e1afe86e

Observation 0b38be72-62a6-44cf-8e81-eab4bf7a6aa4 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-07T22:54:22.616839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:54:22.616839Z digest=sha256:107a2de0622ba0e03ce7a4fdb52ae8473d0cb2a14832ac7dcb6fd51fae84829e

Observation ba1035ad-fa2f-4e83-9ada-059920ba2d86 · outbound

This paper cites Chatassert homepage,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatassert homepage,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.851587Z

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.

source=pdf_text observed=2026-08-07T22:54:22.620746Z digest=sha256:473a053eead22885d6e341720754bdb7e1f6eb8419b91c00866946566dcc78f0

Observation d7e7adff-dd0d-4100-9ac3-ba578ff09832 · outbound

This paper cites Tree sitter: An incremental parsing system for program- ming tools,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Tree sitter: An incremental parsing system for program- ming tools,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.841518Z

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.

source=pdf_text observed=2026-08-07T22:54:22.624495Z digest=sha256:75a4243d46891e2c27133537af7cb77ea48f927fe0b537e98faff086a55d0fbe

Observation e828bdd3-5593-4079-a73f-00bfcaaf3852 · outbound

This paper cites Pytorch,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Pytorch,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.830772Z

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.

source=pdf_text observed=2026-08-07T22:54:22.628126Z digest=sha256:be2d4a4b933b1a7040f58b58af0058af9f32d875c9a17c6d952c50653d2068c4

Observation 712415dc-1388-4f0c-b617-58fcfdd43ecb · outbound

This paper cites Huggingface transformers library,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Huggingface transformers library,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.818733Z

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.

source=pdf_text observed=2026-08-07T22:54:22.631830Z digest=sha256:6dc7636b7fb95ca78f43773755fab0f210d6c09311590ee75979002ed45dbf9d

Observation 35f01e82-5e01-4baf-a468-da4854a83a2b · outbound

This paper cites vllm library,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation vllm library,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.807721Z

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.

source=pdf_text observed=2026-08-07T22:54:22.635402Z digest=sha256:c4b81fa5001211eaca4f6b8e074e69fa3ca1e1bd9aed788ba76eda38e1e00b87

Observation 635c543f-e0fa-4689-9491-b636bf876d8b · outbound

This paper cites Wilcoxon signed-rank test,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Wilcoxon signed-rank test,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.796687Z

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.

source=pdf_text observed=2026-08-07T22:54:22.638900Z digest=sha256:e1b356e4ffc234ff3b3b8c1f3c960db13a09eb9f59234bb996ce4d6d8830ded7

Observation d2eb56b5-6049-4162-b9fe-1b2c6d484388 · outbound

This paper cites Dominance statistics: Ordinal analyses to an- swer ordinal questions,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Dominance statistics: Ordinal analyses to an- swer ordinal questions,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.785360Z

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.

source=pdf_text observed=2026-08-07T22:54:22.642440Z digest=sha256:ec11536151a231dfa324a6e23db1b91ad20b68761d15b9f77fb5c06825ac7ead

Observation d5186687-3728-4691-934e-73446cbc10e0 · outbound

This paper cites A large-scale evaluation of automated unit test generation using evosuite,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A large-scale evaluation of automated unit test generation using evosuite,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.775099Z

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.

source=pdf_text observed=2026-08-07T22:54:22.646429Z digest=sha256:865276f144ba16581e0c482f195598baf6e6a2cd58b9d7b88c3ef6ced23fa75b

Observation 88fb4e92-8a03-4964-92c0-12edc1d59974 · outbound

This paper cites Ex- IEEE TRANSACTIONS ON SOFTW ARE ENGINEERING 16 amining inter-consistency of large language models col- laboration: An in-depth analysis via debate,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Ex- IEEE TRANSACTIONS ON SOFTW ARE ENGINEERING 16 amining inter-consistency of large language models col- laboration: An in-depth analysis via debate,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.764297Z

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.

source=pdf_text observed=2026-08-07T22:54:22.650105Z digest=sha256:02373cf576aa9cec2e4a0cd90ea7e2baf0fe876e5af7edf64870e4197c91a1ac

Observation b2e4ec02-6083-4c24-8829-0a3e561568b6 · outbound

This paper cites Large language model based multi-agents: A survey of progress and challenges,.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Large language model based multi-agents: A survey of progress and challenges,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.752989Z

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.

source=pdf_text observed=2026-08-07T22:54:22.653807Z digest=sha256:d116003c77a804a6640911cc2904bf9db38e3c170f9fbe132d7c6d0907a6f5f6

Observation e4069482-6eee-4184-ac05-fd4c87d5c9e5 · outbound

This paper cites Which is the correct statistical test to use?.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Which is the correct statistical test to use?

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:54:22.740189Z

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.

source=pdf_text observed=2026-08-07T22:54:22.657692Z digest=sha256:695020e5047c70d19dcb67768a3851737bf5c9333564caeb0bc9861158fad681

Observation 8aee66a0-119e-46d9-836c-56cc01139c49 · outbound

This paper cites an unresolved cited work.

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unresolved cited work

Reference 2619

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:54:23.087798Z

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.

source=pdf_text observed=2026-08-07T22:54:22.458607Z digest=sha256:1418e1a96bbc391229aa25375f0e87e6f87466783ff776bb497f15056979c4b8

Pith citing papers

No inbound Pith citation observations are available.