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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=sha256:98de66723584c62d83923289e0f2d459ca1c0a95aa26abcb1ded475b7ec60c5a

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=sha256:4675717e7af47ed22532a51221a53b1a266d5f859943a11cbbeb637290b4e911

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:e147fbd7f07c6b3d3fc8182d373d07e69d0092622fc9808375c364a16bb37651

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:f3c3182041af57a23b2e521b437e42580a976c7990af95da67e3b063c2848aba

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:e6a343d15c2bd1e8dc5908448e1712cbaf295412b37982db7149dd0e1cdc050f

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:e7332a4bf4b7a6513048695c8806be69a7a3e36891cc5ebf1089603668926567

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:ca26493f9208da14943b21d7bc12726db121b263e886cd0f46c1582d44c9724c

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=sha256:5d80ef8656bdc0c9a4414f1cc345e502e33bac20812285701fb4db4d62c21a8e

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:a2d4b45d316277a0ca3bbcda5ce70dccacb8c8514d77f37ed106b83bdf00b914

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=sha256:1b8ea142bededf6f3b90a9d90acebb1bd1d5eb5e149a2e07aefbda3699b3ee34

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:be9b875dec690a4b1a5f44fd42f8bf1f8b82f0ac8e16c63068613558c3ba4aa3

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:eb33b56a8ae38c1d1847d1682a5b231b6ef1707822dcc89f0c17da2b1cf65782

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=sha256:5fb6b344b4939608cc3f3f0ee8904682bc2bd8cf0fae6061ef60a5c24dda60f0

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:f6dfc73d0ccd939e538cc54ec5f748eedd38ab4033c7e6699d3c28fb42b514ec

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:a3ebeafab8bcdf9ff1cdc90d37d4594a5f3f02942fc4c2e23c6e6dd4e58da006

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=sha256:4d2389b9d8bfa937c85d56d270b77f80696d6cbfc8c0440a947555563c044033

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:e272e9ead983ad2fd1c5f8f62de4fbf7d78b4875e3670d77f3b951697ad882c3

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=sha256:2036e3ecfc6d731427889226bceaeb52a4e1be66c1519c83c1263542a8fedda5

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:d11483f0f383f83695aeb71eded6cd50991c466c189b807f6cb096fd8fd2e34f

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:fe22f81fabb56765e221c9ce88ec14d4be7a5233445eb618811a2d67f9a78ef1

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=sha256:64734c54234d19937e614d62c32401117e4774cd2bd33734fb5cc8a886e59033

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=sha256:810309eeaa49c1c47a8bfef5eae67d5ef6bbcf1a961c16e531d2470e351e38c9

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=sha256:26cb0b9e3ea9e4ad907327e119ba4caa36a20addf61d296d6c3341f4f69e96a6

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=sha256:4baa8091fcb864b8503c2c503e2ff100a604e80924fcba7ae510ee3fb7990e08

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=sha256:2b900aa0df2831b7c46a373a5ca16c755c39fd15011f73eedd48f83e6f9bb5ba

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=sha256:36fc9ec2be7102c8467949e0fac203e7f20032cc4e8627fb0b7c8adee69f4f6b

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=sha256:58cfd0e096f2af0d269185d00d01b7c429d80f079ebc51b282e5ce7dffe5b5c2

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=sha256:6be80bfe37cd61a7d3b6418de62786f7f5515b422ef5fb99f7d4719e7f061fdc

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=sha256:0f23ef82e1558d2651c1fecd6da246e0eabbf2fcf531b4fc6f81c4735378ef36

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=sha256:56203fd8b6b3bb4d42332c3f75ce040452c6c96cfad8aa98203826eb9a847cf6

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=sha256:6ede2be407e59e9978240bcaf5f0194baa7b094a1f3661733ee23b51a7002355

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=sha256:607bdc05e92b2bac60fbf9afef9975580d8b48acbf39dba3f06f328e733fc817

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=sha256:7f22b2cb4bb9013c89a3f6aa9373d85b70d2ed697ba99b880197857eda8c7434

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=sha256:16bc9c9d09e8575fa8d3e3918f8374ec68d3d7293cd0cf354736838a79aa395a

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=sha256:523bde594809b01ff0c3fb6d97056d3c35ec0b7bbc0c0cbcf1e0c1a89f084f75

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=sha256:020a3bf32320d66852fce69901b6f935d6171829b568d3cf9ddb96b5022f9dcf

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:aa6fd55ded5fcb85545caa6be9f9ab9a9ab9c7d4069e0ee1d378dc2fc04ac3b5

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:fced835f5f01c3f8b37bc637c9903691b31941ff92780d0a65badca38df014a5

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=sha256:996815d78329a0e82c2c55629270c12a16188f83ea7c0c3012cc5d7d84578f2e

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=sha256:18cfb88e00c6cacf1fddc468d73e32d498c41130a76849fe5b51e23a2fd8f48e

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=sha256:540cdc36fac74b90d43f2976b70af1e8fa83cff24453b7c036a773e3c0fbf54c

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=sha256:8a619123c75b04ec658cd2158397d6b9c0cfd04beb465ba3c31c21b431ea3a5c

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:d43c8a67eec3074ce602e4c9a08c5ddb27b2d049eb550db1f6161186b38da058

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=sha256:24b8a6653455b480046d11cd16e75a05cdc023ca0c64733b3ae2cbd80a5de09e

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=sha256:3aec3672979180cf9c797b6aa4cbe9c7c5ebdf1a71660f0e69ab274648d0a3e6

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=sha256:8f9407fd3b0a3ae8e7f99adb0fd915a6c001fb55d9b5f699e497cf2f4708d705

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=sha256:8800c4583b31de645ab98a68c1c02fc9d136f0a80e22077aece1b3c4b26da2c6

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=sha256:0c5c7ca51064ddaa20ce37b79af7e5b877e2ea353244a4bed81502b147590919

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:bc13ef11e71beffe0bb8cac7a73991232ff1490253f1051d48df81b0a5177232

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=sha256:81447ef9fa487fd1a70001db31fcc2e292177f6bf0707e0e7193baa3c6f1c934

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=sha256:31f9d10d08534d11f7c46f77321c2643cb0bf2d71dfc000941db92d570e13cbf

Pith citing papers

No inbound Pith citation observations are available.