Pith. sign in

Paper Citation Record · LEDGER

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation

As of 10 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=sha256:4e9664f40a01f6637a73c7accc09ae51c73dfb0bce69efe228654b6eabdbb1ec

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=sha256:36c405f6efe0abdff28784941054c497bcf8c9b608859f17b8f11bf2678a7eb1

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=sha256:9a2cdff14d2df539377f1c657f703551d3686e491764c5b57ad8a93d808d5d23

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=sha256:16cbb717df466ae0dd663bd14e3cfe72ae30a3d75376a139f95cff26b4f4cfc1

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:b9ba199450f4c32af33c455cda0d91e6822926c99bcb0e8de28bf9a8420c4b05

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:b783081c930f2549056ef8860155c58330802c4bb3157f6c5c1b8479272f5c9a

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:b9daa0523a20067e3cdb756a4599d6fbfc9cba9eada71ec4631fac365417b64d

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=sha256:32ae7ddfcf920c113f2b9463f47da8c75207bd0df8e31dc1c5969123aac68738

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:b557a5c36bcf98cbd3a6441776d43bccd3a3f5323cc40422fd481584af3f970b

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:c3e0d1280923de28cd632c1d1fe359ee96eba2d43960b21d1b6c56d2854e24ba

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=sha256:0b14a2eaa4eecafac624700d200b9c7901976cafb3ccce0c1f257cb5a68b4b97

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=sha256:922cd087eb3ae6eab6dd640e1cdf19549cb4b6c96b5fe59e10481a2f6a7a56b3

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:f37a5de91337f611f25ddbdb8944a0c8c38faa75e2aa38b6c963dbdd95c54155

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=sha256:3dc1ca24cfd796946ae91fc52683d0dd6b8786721436b945fa4dbecdeafee345

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:a51b454dd879e3214e021193bdee5ecd4f1b148664d7325e210db506fbff350c

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=sha256:9bc08b9a8ae3d638db27c2da136b8486a990263d9c6b193203a8eaa9a9311962

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
verified fuzzy
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=sha256:9d05c437ae550a32bec7abd1024dd516274cf5aa28016c1a3a8f477ce703f682

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:f5551d2547dc1dc9b2b54d21850043cb2ff11751bb223353b6e5505939724ea2

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=sha256:94695c8e108fd49703ba436680251443dd5a08d206fbef82069268623ad54c5e

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=sha256:19eb19a6171d2973b6ccd225d87be2845f699d278e3eb126ef90b480cf94e614

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:f86ca85fa355739403cc49d6915c14c3f8c23163cfc999a266586b9948a50d93

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=sha256:5fd4135c191d2e5fcea91d014b20144113db8f4ba9f9470a823faaaaa6dc0708

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:c77bfacc7c1149dd1068b1fc6e4ec27ba0bd3266b6047b73fff30795d0f26dae

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:e344ab4bb96ed8340d9c3f0e2cf69cd09349a600bbe759aea9f7b468e8ac8aa4

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:e4a942db82b15689ced338d1f91354619228410a833ab4ac01e39053b32521c4

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:dc89379e027cc6df5ec194f39703c19b255fe492fbb21819fc4a819394cffeef

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=sha256:6f38bea7ed3410a2d865b1f75788be32a48b6be65d70a28c7d0fba83d71a2368

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:b051f6e3e987e62091105bf2688926d2f0655b5e6cc54dc5df3c2642c3ef4914

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=sha256:9ed23a98cd0d7b003d240a4508327d2cdbba0ec1d88e6ea0c03ce156fed9476c

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=sha256:9833fb9437ef4f3bf18be3ead5eed900591a5298c07ba79e556806bfce452ec3

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:eda4130ab4d4a12ef2b3b19bf948d2e716653425b5f99c627a1c0107e9e6d093

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=sha256:505ce86d68f8d42fb5c622f3b72c517b76dc7238426b33f889bab2667ea0b740

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=sha256:11a35de3f9dc54dd1f2ebed0b0b80a6cfe31882a2b7d6ad62144199d8f8ccc29

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=sha256:453290452155ffd54c8d9c90a33a1fef8d965e9c0802bece10a0b1f1592058c2

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=sha256:1e439adc4864909ff38310bc376520edd5c0204a084f6b549318f2a0f199df8b

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=sha256:283092b82a990ef1c7883b8bb318c190caa3406edfc2a56ed74c7229558512e4

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=sha256:17c8a46a8e7129158555c1039be1c180b7ef900908b946070724c71dbc2265a7

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:aed4084ff61ba98ccec669f6ff2bca33e542eef9d18fa3f14094b9ca2383475b

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=sha256:426d59b3759ce61da0690f123bcb0e78d5cee1f1d1077240a517038d807f3935

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=sha256:019a798136b46c4e67facd48747394941af6e64542ed614321d1b10595213ad1

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=sha256:99103b8fa7ba7350b7a100aa3ca21ea2e1753b5df45557ccf5cc3fb7aede05fb

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:f5a35404f6e43e9c66e3d2b4746f5305318bc17caee868b1ca97f36d41004e94

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=sha256:32b7e7e95e9f284a854a5147c908ceb8a3b9cbe3f28eba95abaa5257de149919

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:af157dc9fd3f4005df9ea22d85680fe41cf60619b0c78a56f733a9db6b672e59

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:ca003ba210989e9858316a09b4848d55d9ea4aaea80cacc601b2a64741e9532d

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:b58611b96783aef0d13e08715d968ce1a101aa30e094dad3479464346927e3b9

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=sha256:486fc706dd45ab8a3378d252e03df96f460c548fe4aaa27c26803aca184a3492

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=sha256:71500dd139bfb52f70cf06742f504dff6c9a93b15392e61091abf47f8437c97b

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:ff6f4bfebb2fc109794a61f3e2971873072f40d4436c13fac3bf3a72ebd569be

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=sha256:0984d9245ae0a1efc52c53408d941b5c91d6b8cc6da23ed30722f97d4fb295b4

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:e456baae29967e4cf3197dc4d94c773510844c42e5ebea8f24d126218c0bbd60

Pith citing papers

No inbound Pith citation observations are available.