Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:54:22.657692Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T22:54:22.657692Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e69bef93-6f62-4e72-bdfc-9606656df9a9 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatassert: Llm- based test oracle generation with external tools assis- tance,
Reference 1
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.
Observation f0fa9199-77f7-40b2-b957-b07699400438 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Evaluating and improving chatgpt for unit test generation,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d7d5b57-accb-43f0-99b3-c2e86aecf75c · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatunitest: A framework for llm-based test genera- tion,
Reference 3
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.
Observation f44a5255-c348-40d9-8742-6d8c87ee533a · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Revis- iting and improving retrieval-augmented deep assertion generation,
Reference 4
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.
Observation dc106f1b-c5a1-4d45-b4ab-b437d00f3a1f · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation On the evaluation of large language models in unit test generation,
Reference 5
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.
Observation 790016ce-231f-4106-9db7-9e7b546d7dad · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation On learning meaningful assert state- ments for unit test cases,
Reference 6
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.
Observation 5cd2701f-ac7e-4850-9fce-052a9b786c86 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Automated assertion generation via information retrieval and its integration with deep learning,
Reference 7
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.
Observation c33758a0-1c13-4a28-bdda-c7af9adf5a8d · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation TOGLL: Correct and Strong Test Oracle Generation with LLMs
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a22363e-7e8b-4fe9-adc3-0aac3b135064 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Java enterprise edition support in search-based junit test generation,
Reference 9
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.
Observation 5d688d6d-2d2e-445a-8898-c0e6771bfbc3 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Randoop: feedback- directed random testing for java,
Reference 10
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.
Observation 3d816eb7-5797-4294-be42-e320fff523a0 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation SELECT - a formal system for testing and debugging programs by symbolic execution,
Reference 11
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.
Observation 02533c30-2de0-4fd6-a07e-c93533f7db34 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Symbolic testing and the DISSECT symbolic evaluation system,
Reference 12
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.
Observation 06cd383b-e4b4-44e7-acee-1285a8e37ca4 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A new approach to program testing,
Reference 13
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.
Observation d89cabb4-83c6-422c-8ce4-9495022a1b93 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation General- ized symbolic execution for model checking and testing,
Reference 14
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.
Observation 5a212c9f-7cdb-46dc-aa99-c3850a39ee5d · outbound
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
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.
Observation b4048fcc-9dad-408d-a37a-2c400746a95b · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Symbolic pathfinder: symbolic execution of java bytecode,
Reference 16
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.
Observation fc88895f-425a-41be-9acf-1b741949c654 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Mining test oracles of web search engines,
Reference 17
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.
Observation 0d151587-17d6-4511-acc1-9ac09909b5f8 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation @tcomment: Testing javadoc comments to detect comment-code inconsistencies,
Reference 18
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.
Observation ccc2c160-d270-4e89-886a-6cf04ecb2ee1 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Auto- matic generation of oracles for exceptional behaviors,
Reference 19
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.
Observation a9e9a742-2875-4908-8376-cb8f859fc27a · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A survey of symbolic execution techniques,
Reference 20
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.
Observation f330bbec-e09e-49bb-a4f7-e1ef02856d01 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation TOGA: A neural method for test oracle generation,
Reference 21
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.
Observation b2f0f31e-5239-4a5e-8f8f-f3abe5f28b6a · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Self-contrast: Better reflection through in- consistent solving perspectives,
Reference 22
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.
Observation d9fa182a-4d85-4907-9002-e1b5ea301a30 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Judging llm-as-a-judge with mt-bench and chatbot arena,
Reference 23
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.
Observation d86bcc3f-8e40-4f4e-90ee-ebfcebea8911 · outbound
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
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.
Observation c4f0b215-2c8b-40e5-8500-905ba37fa735 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Homepage,
Reference 25
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.
Observation 7163f11f-82da-414d-a890-af8003e76962 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Large language models for equivalent mutant detection: How far are we?
Reference 26
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.
Observation f01e182c-8e89-4572-b4dc-721d2eb52c0b · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Clarifying semantics of in-context examples for unit test generation,
Reference 27
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.
Observation a1197bea-7767-47fe-a47e-ed9151c6336e · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Improving deep assertion generation via fine-tuning retrieval-augmented pre-trained language models,
Reference 28
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.
Observation e3c033e1-8004-4f2c-a49f-b4e12a727a4b · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de2c14e0-6751-4e52-bce0-605919707075 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Learning deep semantics for test completion,
Reference 30
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.
Observation 1f762324-ebcf-4ba5-838a-6ce47d8dbb65 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unit Test Case Generation with Transformers and Focal Context
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e40c4e4-1f10-4e71-bd71-0438fcb9b0d8 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Hybrid automated program repair by combining large language models and program analysis,
Reference 32
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.
Observation 55aefb7e-6b24-4998-98ac-2693087d477e · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Variable- based fault localization via enhanced decision tree,
Reference 33
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.
Observation 1827a4b6-db54-4137-9761-7ae0dfaf9ad7 · outbound
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
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.
Observation 5fa685e5-63d8-49b0-8903-21381b33d5f1 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Long short-term memory,
Reference 35
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.
Observation b49cfbf8-f499-4956-9887-8bdc063f6c07 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Codegen: An open large language model for code with multi-turn program synthesis,
Reference 36
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.
Observation 4ca72177-a368-4f3b-937b-bd601bae0741 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unixcoder: Unified cross-modal pre-training for code representation,
Reference 37
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.
Observation 58d57895-7381-42f0-9d3a-923d97b295d8 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Fixing large language models’ specification misunderstanding for better code generation,
Reference 38
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.
Observation 0b38be72-62a6-44cf-8e81-eab4bf7a6aa4 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba1035ad-fa2f-4e83-9ada-059920ba2d86 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Chatassert homepage,
Reference 40
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.
Observation d7e7adff-dd0d-4100-9ac3-ba578ff09832 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Tree sitter: An incremental parsing system for program- ming tools,
Reference 41
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.
Observation e828bdd3-5593-4079-a73f-00bfcaaf3852 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Pytorch,
Reference 42
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.
Observation 712415dc-1388-4f0c-b617-58fcfdd43ecb · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Huggingface transformers library,
Reference 43
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.
Observation 35f01e82-5e01-4baf-a468-da4854a83a2b · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation vllm library,
Reference 44
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.
Observation 635c543f-e0fa-4689-9491-b636bf876d8b · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Wilcoxon signed-rank test,
Reference 45
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.
Observation d2eb56b5-6049-4162-b9fe-1b2c6d484388 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Dominance statistics: Ordinal analyses to an- swer ordinal questions,
Reference 46
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.
Observation d5186687-3728-4691-934e-73446cbc10e0 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation A large-scale evaluation of automated unit test generation using evosuite,
Reference 47
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.
Observation 88fb4e92-8a03-4964-92c0-12edc1d59974 · outbound
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
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.
Observation b2e4ec02-6083-4c24-8829-0a3e561568b6 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Large language model based multi-agents: A survey of progress and challenges,
Reference 49
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.
Observation e4069482-6eee-4184-ac05-fd4c87d5c9e5 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Which is the correct statistical test to use?
Reference 50
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.
Observation 8aee66a0-119e-46d9-836c-56cc01139c49 · outbound
Agent-Based Test Assertion Generation via Diverse Perspective Aggregation Unresolved cited work
Reference 2619
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.
No inbound Pith citation observations are available.