Paper Citation Record · LEDGER

Large Language Models for Unit Testing: A Systematic Literature Review

As of 17 August 2026, this Paper Citation Record lists 100 of 132 outbound references and 10 inbound Pith citation observations for arXiv:2506.15227.

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

pith.paper-citation-record.v1
2506.15227 v1

Coverage vector

measured 100 of 132 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:44:09.625761Z

measured 110 of 110 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:36:49.679757Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T09:07:39.332006Z

Reference resolution

100 of 132 outbound references displayed

verified exact6
verified fuzzy0
unresolved86
parse uncertain0
malformed identifier7
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1728f72e-2b68-4971-a452-1e1db9c26ece · outbound

This paper cites Test Wars: A Comparative Study of SBST, Symbolic Execution, and LLM-Based Approaches to Unit Test Generation.

Large Language Models for Unit Testing: A Systematic Literature Review Test Wars: A Comparative Study of SBST, Symbolic Execution, and LLM-Based Approaches to Unit Test Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.136937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 774317ac-b157-4ed5-91d6-b21d72b45a0e · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.142327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7710a5ab-17fa-4f47-883f-7a3753ca08f1 · outbound

This paper cites Enhancing Large Language Models for Text-to-Testcase Generation.

Large Language Models for Unit Testing: A Systematic Literature Review Enhancing Large Language Models for Text-to-Testcase Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.146634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56f477f8-8514-45ed-a1e2-412a1c6a3fae · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-15T19:44:10.963887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 97138ae5-6219-4524-9c30-c0e126567c8a · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.160171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d65f5675-f682-4ff7-8769-85827d5e5fb2 · outbound

This paper cites Barr, Mark Harman, Phil McMinn, Muzammil Shahbaz, and Shin Yoo.

Large Language Models for Unit Testing: A Systematic Literature Review Barr, Mark Harman, Phil McMinn, Muzammil Shahbaz, and Shin Yoo

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.164874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 155074a0-a2cb-42d0-ae3e-376776c7f015 · outbound

This paper cites CPP-UT-Bench: Can LLMs Write Complex Unit Tests in C++?.

Large Language Models for Unit Testing: A Systematic Literature Review CPP-UT-Bench: Can LLMs Write Complex Unit Tests in C++?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.168672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4172fb4b-9fae-4869-83cc-2bf564ef7e56 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-08-15T19:44:09.172965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fc85ea-01b1-44f8-be04-36b49c8f60a0 · outbound

This paper cites Improving the Readability of Automatically Generated Tests using Large Language Models.

Large Language Models for Unit Testing: A Systematic Literature Review Improving the Readability of Automatically Generated Tests using Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.176660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fd4c89b-97fd-4cd1-b889-338331e7d693 · outbound

This paper cites Pasareanu, Koushik Sen, Nikolai Tillmann, and Willem Visser.

Large Language Models for Unit Testing: A Systematic Literature Review Pasareanu, Koushik Sen, Nikolai Tillmann, and Willem Visser

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.181758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 597be35d-eed4-4541-a961-efffaee6586e · outbound

This paper cites Yu, Qiang Yang, and Xing Xie.

Large Language Models for Unit Testing: A Systematic Literature Review Yu, Qiang Yang, and Xing Xie

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.186962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a3d5062-bf67-4ac4-8fe3-0d1ec3344e61 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.190731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d38922f-b947-4a48-94a8-0919a16f9933 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.194360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b14a7667-d82d-4c1f-a681-a654f1b6c4f1 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.198563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad9e919c-feb2-451a-82c6-4c75eb59deba · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.202708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba7db345-6739-429c-b8f1-9f9bde232503 · outbound

This paper cites Desmarais.

Large Language Models for Unit Testing: A Systematic Literature Review Desmarais

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.207255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5cd1ab2-b2fe-42dc-a7e9-9708ed4566d0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Large Language Models for Unit Testing: A Systematic Literature Review DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.211117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d5d0047-8736-423c-ab58-7967433f4cd5 · outbound

This paper cites Leveraging Large Language Models for Enhancing the Understandability of Generated Unit Tests.

Large Language Models for Unit Testing: A Systematic Literature Review Leveraging Large Language Models for Enhancing the Understandability of Generated Unit Tests

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.215662Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abb3d8bb-8298-4b87-b2d4-a49cee9344bf · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.220011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 065c93b8-8bbf-4625-abc7-5b3c77700bf2 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.224044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3409f043-53f1-4bdf-88f3-81d3c4389912 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.227742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e9e747-75c6-4b35-b9ab-58f054c2ffbb · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-15T19:44:10.863753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6503ab8d-f729-4d0b-b111-e90d8885a49d · outbound

This paper cites Mutation-Guided LLM-based Test Generation at Meta.

Large Language Models for Unit Testing: A Systematic Literature Review Mutation-Guided LLM-based Test Generation at Meta

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.235721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ba28a58-d5dc-4612-8901-597cd2f3fd68 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.239601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba470f79-4e55-461d-a00b-751b3fc6d6cf · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.243580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96e9a305-3247-4641-a81a-e4bf10bdaf21 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.247494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ea6bd9-de88-494d-9696-9cd1d3f7b210 · outbound

This paper cites Vulnerability-Triggering Test Case Generation from Third-Party Libraries.

Large Language Models for Unit Testing: A Systematic Literature Review Vulnerability-Triggering Test Case Generation from Third-Party Libraries

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.251099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34466887-760a-4980-af10-f3f43c278498 · outbound

This paper cites Automated Unit Test Refactoring.

Large Language Models for Unit Testing: A Systematic Literature Review Automated Unit Test Refactoring

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.254960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fed6b5bf-976c-4d49-93eb-967d7b8d53cb · outbound

This paper cites TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration.

Large Language Models for Unit Testing: A Systematic Literature Review TestART: Improving LLM-based Unit Testing via Co-evolution of Automated Generation and Repair Iteration

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.258942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f215c920-1ceb-4aca-a179-f08437239a4e · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.263660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22ee113f-992c-4eeb-ae6d-3689c72bcc95 · outbound

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

Large Language Models for Unit Testing: A Systematic Literature Review DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.267619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98074b81-7953-4499-ae70-e2d96aa6cda4 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 33

Resolution: malformed identifier; no resolver link, observed 2026-08-15T19:44:09.271684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04ca8d07-2fde-44ab-8167-c980d2f7e7cc · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.279256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77fe24a1-5a84-4a04-8691-10b31bd8976c · outbound

This paper cites FuzzAug: Data Augmentation by Coverage-guided Fuzzing for Neural Test Generation.

Large Language Models for Unit Testing: A Systematic Literature Review FuzzAug: Data Augmentation by Coverage-guided Fuzzing for Neural Test Generation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.283785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5fd9384-8601-468c-9eb2-53bae53c1d0d · outbound

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

Large Language Models for Unit Testing: A Systematic Literature Review TOGLL: Correct and Strong Test Oracle Generation with LLMs

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.287854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa226efc-d1ea-45a3-a72e-36a10990dd52 · outbound

This paper cites Dwyer, Sebastian G.

Large Language Models for Unit Testing: A Systematic Literature Review Dwyer, Sebastian G

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.292259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60fc40fa-84a8-46fe-ad1e-037b7b164ab1 · outbound

This paper cites Doc2OracLL: Investigating the Impact of Documentation on LLM-based Test Oracle Generation.

Large Language Models for Unit Testing: A Systematic Literature Review Doc2OracLL: Investigating the Impact of Documentation on LLM-based Test Oracle Generation

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.297582Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2bdd5b-672c-4a12-9423-de376977094b · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.303126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3231f02b-3153-46f8-b7c7-90373df089aa · outbound

This paper cites Measuring the Influence of Incorrect Code on Test Generation.

Large Language Models for Unit Testing: A Systematic Literature Review Measuring the Influence of Incorrect Code on Test Generation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.310925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c3e4ac3-6e00-4324-8f38-d0336f8f39fd · outbound

This paper cites TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark.

Large Language Models for Unit Testing: A Systematic Literature Review TestGenEval: A Real World Unit Test Generation and Test Completion Benchmark

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.315698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11bf6ede-2986-4b2f-b383-62fb2128343b · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 45

Resolution: malformed identifier; no resolver link, observed 2026-08-15T19:44:09.324028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1af49c06-a01d-42a1-ae77-420770bc26c2 · outbound

This paper cites Rafiqul Islam Rabin, Lei Xu, Weidong Shi, and Mohammad Amin Alipour.

Large Language Models for Unit Testing: A Systematic Literature Review Rafiqul Islam Rabin, Lei Xu, Weidong Shi, and Mohammad Amin Alipour

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.332946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2bff9b7-ec02-4633-81c1-c1e5cb88a076 · outbound

This paper cites AugmenTest: Enhancing Tests with LLM-Driven Oracles.

Large Language Models for Unit Testing: A Systematic Literature Review AugmenTest: Enhancing Tests with LLM-Driven Oracles

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.341059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a413065-e8a6-473b-8d32-279cfb536fb0 · outbound

This paper cites Do LLMs generate test oracles that capture the actual or the expected program behaviour?.

Large Language Models for Unit Testing: A Systematic Literature Review Do LLMs generate test oracles that capture the actual or the expected program behaviour?

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.344988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e51bd52-7c8e-4824-8b85-c42bd0d9bfc3 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.349298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe8554fe-349f-4db5-b86d-8b5888d776f4 · outbound

This paper cites Large Language Models as Test Case Generators: Performance Evaluation and Enhancement.

Large Language Models for Unit Testing: A Systematic Literature Review Large Language Models as Test Case Generators: Performance Evaluation and Enhancement

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.359830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f91cb78-b34c-4c49-9a41-87173f9cddf6 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.364485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 955413e8-1992-4f40-98a5-9a2dea28c7d0 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.372517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9dd556d-9cf3-467f-9c98-88c682a8f674 · outbound

This paper cites LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs.

Large Language Models for Unit Testing: A Systematic Literature Review LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.376492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab0ae9f-43c5-4b92-933b-1c61787a3b76 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.380990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df57e37b-4699-4476-a5b5-6763e9483013 · outbound

This paper cites A System for Automated Unit Test Generation Using Large Language Models and Assessment of Generated Test Suites.

Large Language Models for Unit Testing: A Systematic Literature Review A System for Automated Unit Test Generation Using Large Language Models and Assessment of Generated Test Suites

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.386105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 099419b1-8bc1-4914-a953-00b47e081146 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.392881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84123b44-4c32-42f8-bff4-0e58d3741ef9 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 61

Resolution: verified exact; doi, observed 2026-08-15T19:44:10.637917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 36dad8d4-127c-4382-8341-7ae22c061a12 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.400884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b0451a0-83ec-4009-a3c7-383f321663cd · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.404801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78032ab5-b993-4ee6-a1ab-6f96bb70ca38 · outbound

This paper cites CasModaTest: A Cascaded and Model-agnostic Self-directed Framework for Unit Test Generation.

Large Language Models for Unit Testing: A Systematic Literature Review CasModaTest: A Cascaded and Model-agnostic Self-directed Framework for Unit Test Generation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.412517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ef27054-a903-4f1f-bfab-4e8508f6ad76 · outbound

This paper cites Mooney, and Milos Gligoric.

Large Language Models for Unit Testing: A Systematic Literature Review Mooney, and Milos Gligoric

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.417144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a293e8fe-82a9-4f00-bf2d-b449c41919e9 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.421170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab318ef-9818-4ba7-927e-eee3a8d42627 · outbound

This paper cites GPT-4 Technical Report.

Large Language Models for Unit Testing: A Systematic Literature Review GPT-4 Technical Report

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.429148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5356e5a7-7334-427f-aa37-59fd7dcca53d · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.433536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7b16a88-221c-440f-a33d-8eac2de34c19 · outbound

This paper cites an unresolved cited work.

Large Language Models for Unit Testing: A Systematic Literature Review Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-15T19:44:09.437547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06124700-04e5-4a0b-85d3-8d327bdeb997 · outbound

This paper cites Ouédraogo, Abdoul Kader Kaboré, Haoye Tian, Yewei Song, Anil Koyuncu, Jacques Klein, David Lo, and Tegawendé F.

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Reference 71

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Observation f2db704d-c004-447f-b77c-f60510bc4cbe · outbound

This paper cites Ouédraogo, Abdoul Kader Kaboré, Haoye Tian, Yewei Song, Anil Koyuncu, Jacques Klein, David Lo, and Tegawendé F.

Large Language Models for Unit Testing: A Systematic Literature Review Ouédraogo, Abdoul Kader Kaboré, Haoye Tian, Yewei Song, Anil Koyuncu, Jacques Klein, David Lo, and Tegawendé F

Reference 72

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Large Language Models for Unit Testing: A Systematic Literature Review Lahiri, Michael D

Reference 73

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Reference 74

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Reference 75

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Large Language Models for Unit Testing: A Systematic Literature Review ASTER: Natural and Multi-language Unit Test Generation with LLMs

Reference 76

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Large Language Models for Unit Testing: A Systematic Literature Review CoverUp: Effective High Coverage Test Generation for Python

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Large Language Models for Unit Testing: A Systematic Literature Review AssertionBench: A Benchmark to Evaluate Large-Language Models for Assertion Generation

Reference 78

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Reference 79

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Large Language Models for Unit Testing: A Systematic Literature Review Code Llama: Open Foundation Models for Code

Reference 81

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Reference 82

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Reference 83

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Reference 84

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Reference 85

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Large Language Models for Unit Testing: A Systematic Literature Review A Large-scale Empirical Study on Fine-tuning Large Language Models for Unit Testing

Reference 86

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Large Language Models for Unit Testing: A Systematic Literature Review InProceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings, ICSE Companion 2024, Lisbon, Portugal, April 14-20, 2024

Reference 88

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Reference 89

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Reference 90

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Large Language Models for Unit Testing: A Systematic Literature Review Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation

Reference 91

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Reference 92

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Reference 93

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Reference 94

Resolution: verified exact; doi, observed 2026-08-15T19:44:10.286151Z

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Large Language Models for Unit Testing: A Systematic Literature Review PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Reference 95

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Reference 96

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Reference 97

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Large Language Models for Unit Testing: A Systematic Literature Review LLaMA: Open and Efficient Foundation Language Models

Reference 98

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Large Language Models for Unit Testing: A Systematic Literature Review Unit Test Case Generation with Transformers and Focal Context

Reference 99

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Reference 100

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Reference 101

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Large Language Models for Unit Testing: A Systematic Literature Review Chat-like Asserts Prediction with the Support of Large Language Model

Reference 102

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Reference 103

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Reference 104

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Large Language Models for Unit Testing: A Systematic Literature Review Bissyandé, and Xiaoguang Mao

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Unavailable: canonical work link unavailable.

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Unavailable: canonical work link unavailable.

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Pith citing papers

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PSearch: Search-based Patch Generation in the Era of LLM-based Automated Program Repair cites this paper.

PSearch: Search-based Patch Generation in the Era of LLM-based Automated Program Repair Large Language Models for Unit Testing: A Systematic Literature Review

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zkCraft: Prompt-Guided LLM as a Zero-Shot Mutation Pattern Oracle for TCCT-Powered ZK Fuzzing cites this paper.

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Can Large Language Models Assist the Comprehension of ROS2 Software Architectures? cites this paper.

Can Large Language Models Assist the Comprehension of ROS2 Software Architectures? Large Language Models for Unit Testing: A Systematic Literature Review

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ReProAgent: Tool-Augmented Multi-Stage Agentic Generation of Bug Reproduction Tests from Issue Reports cites this paper.

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Reference 55

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Unavailable: canonical work link unavailable.

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Do Coverage and Mutation Scores of LLM-Generated Test Suites Correlate with Their Effectiveness? (Replicability Study) cites this paper.

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Reference 59

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MultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs cites this paper.

MultiFixer: A Coordinator-Proposer Based Multi-Agent Framework For Fixing Multi-Hunk Bugs Large Language Models for Unit Testing: A Systematic Literature Review

Reference 62

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Do Influence Tactics Matter? Investigating Prompt Framing Effects in LLM Code Generation cites this paper.

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Reference 74

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Unavailable: canonical work link unavailable.

Observation 8e2632e8-9b2e-4ef8-bd87-00ed39ebfcb8 · inbound

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Requirements-Augmented Generation for Trustworthy Acceptance Testing of LLM-Based Software Large Language Models for Unit Testing: A Systematic Literature Review

Reference 73

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Unavailable: canonical work link unavailable.