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Paper Citation Record · LEDGER

Agent-Based Test Assertion Generation via Diverse Perspective Aggregation

As of 15 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.404178Z digest=sha256:93f9ba48eb5737b6ffab937e43b57390d4ce9bf8620d7da8e35bc53e1e907dd8

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=sha256:306174f8c14ad94a75818d1862e08a521182588d3f4eff44cfee717612129095

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.412279Z digest=sha256:c8e010ebffe651912779e83c686c55aa54068f6afba20d66a49cfac2230f5ef8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.416064Z digest=sha256:9221ad877e6bc92120688539c7076b391a4b5fe80f9ce9c620f27897a2ae2993

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.420116Z digest=sha256:2566d6eef0beddd8d034f88fed5a3e3b7571aecbf7adf6ff8c8790683784532b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.424142Z digest=sha256:74f84b043aaa68f8a51d6137df90f7da36cbbd7efc26fd44bc6e9b26bc987070

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.428271Z digest=sha256:9e9c7c6fc540be0d9f8417f4290f471b76290d9fa0e22648073914e99198da52

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=sha256:4c05f940482783aa3dbbd6c46b1619aa2641e3899b6fa8945792856bbd27b45f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.436007Z digest=sha256:978e9778494aa938321e52fec69e0335ac9dc62a7b4cc6813a92a77386ca2730

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.439702Z digest=sha256:5e924745aa4de3153ea6a13d21689516551b896bffe1cd61f407010ed2c7575e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.443282Z digest=sha256:624d25e20d471ea497f9013db0c4e87dc8f92426cef743c2e1f5ad8da5336fc5

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.447061Z digest=sha256:ad9af3595b7f4afddf6d68d6fb13729f70d4e674f7a9b0851f829e9abea25feb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.451063Z digest=sha256:4dc6b7cf54549f05e0d7f40ef365b3cad8fb24fb1bc1a5018327c56190d13d9e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.454758Z digest=sha256:3dc4afa4e8d77df11e38946a5cba9ebe888d905cf7183535645e018179de2cc8

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.462414Z digest=sha256:4caac592895ad0900a620b4f811759a0f73699a7f5c19228a1c76e41c8157a3a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.466042Z digest=sha256:31eb8cc1b35820320c90925e8c44c8d97317dfe9fc13f9a41882aee3d19b8a40

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.469726Z digest=sha256:4d98510bff85f7dac9b12dd6cde46d9653665939f56f8aba3437f7fb94230997

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.473317Z digest=sha256:ade43347469fd44a5bd8215a9a5fbf242da049156fff7028cf3002ab4a94ab6a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.476835Z digest=sha256:13369e3988a04986ff8b9f3fb702f743dbef5b986d0140a59d46dde4dd742aca

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.555462Z digest=sha256:5b477538f3eb6b5ef50ccb847eaa6fddded8ee1e5359a1f1a28dd69f2966262d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.559331Z digest=sha256:071f7b31c963d190a9b9784187733dacc22f372a8136b2da190d7fc78645e33a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.562776Z digest=sha256:48e4c7a20edb42aaed7036ad7aeb904abc46fc645c8e11dca9b87c9d293e2e8b

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.566080Z digest=sha256:fede2f0d542fd41705c2387c8306c7d7abee38949eb62f4617035b91fed7964c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.569040Z digest=sha256:1155f9952aa4f8de0871bc1803db8fdd208f5e727eba56a5e47355a75d9f1f68

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.571851Z digest=sha256:a125758116d378e7aabf2f2a2400ebba94d7ab81bb709b1c7ec4a3b972995c93

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.574761Z digest=sha256:8fa7740d33aa21c4745b0fd9b980da353371c163a89603bac7ab60ef74748f8c

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.577579Z digest=sha256:6ed4c80f0317b05bc1da0179c26aa02e497f82272f56f58f8c5a3dfb813271eb

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.580663Z digest=sha256:c89895570ffa2a652664075d837e49b7e853a5d3fc9bd8ee1bc69104545c5c35

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=sha256:99bb1f8872ceceb74f0eb436b4f49790be8f29c9b2021624b45b70f2111f5b14

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.586765Z digest=sha256:6d7932444f6fde70fa33a6d4fe92bc73502b774248a6e57b35d137b8cff49526

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:ff571a9ffd7eccab3925bb02b3f762092695b5c2c7ddd55e629ce8db87fc6079

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.593228Z digest=sha256:affa80e23e16b0f848c66c2da5c4a5fdab1ce091c4154711e3d1b8d6f92bfb6d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.596484Z digest=sha256:2a44bf69c86a0fef7c1866c95befbfb3d0864e2af27b9e5fe07cbe1542e3ae99

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.599801Z digest=sha256:498ddbe49fe48d04a763430a335b86ec87119e3de245e9b65eb3afe93a8b5d2e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.602978Z digest=sha256:53e48f72def5183c862df59878f1916a3e0050364cdb4d3a237f54959342005d

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.606445Z digest=sha256:f37c8df852a3d878c75c271569ae6cc4cfdfa14d555750565642d8f4ff0abd58

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.610085Z digest=sha256:b840b260f982c64e8c4ce7db81507a84f5244737718466c4054fc79cd59a3044

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.613495Z digest=sha256:69adb3b9459cc7f0adeb6d3a3953d32bed5dac3502a12318b79fd5ccf9ec0f9c

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:cc9d3c4cf4d73e236faa86826bd9ffbb7bb6b1b2fef7991497c70d9722ea7e7e

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.620746Z digest=sha256:b8aab485d97735f8946f253579f3ff0de2e3cc1bdc5dc4d53b2602339ae67ca3

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.624495Z digest=sha256:d1c59cdceb6c547041be39516fafb65519c0908cbf2d5fe3725d7266006472c7

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.628126Z digest=sha256:4c6682bfdb0d24b61c153ff6a47d1d1acc9392d62ee9ba7f7f1bbd8e6b302a4a

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.631830Z digest=sha256:74afac69e41d6f4409dc6fbefac5be35bf74f0af812069bddfff09a5c0e0842f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.635402Z digest=sha256:40de99d5c6f5cec6422a59f04c6309f0841bc6a8dc0d1afbfa14f224f2d1fe81

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.638900Z digest=sha256:b6fd71930dfbd1f6356f177def9a98d96c696f1c3bece1241321f9d96cc54d15

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.642440Z digest=sha256:a97dbb40378c2e53b2a64208c4af0c8a056baf999887075c32138ff3b8c340dd

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.646429Z digest=sha256:318a11dc9b760ba98190b9cace2cd724e7c947a766b36400d77847bb71ec1e7f

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.650105Z digest=sha256:00ae3547d6909423475dac04c10ac8ce2b23d41a3f08e8286578c9869ea34a84

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.653807Z digest=sha256:b6430ec906007cad347d39f4a2bdd19c2dd6470451a9f832bc4b1ec843e50d64

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.657692Z digest=sha256:fd5ce3c6f27b8faa684bb6271aef210b63404c1a11f1538e8e6467b23829ae16

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 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T22:54:22.458607Z digest=sha256:5f9dc1451a2d8c12034df1fd8e9ae6096f1111fcdb3dda714c8a33b53b13084f

Pith citing papers

No inbound Pith citation observations are available.