Paper Citation Record · LEDGER

The Impact of Fine-tuning Large Language Models on Automated Program Repair

As of 7 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 2 inbound Pith citation observations for arXiv:2507.19909.

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

pith.paper-citation-record.v1
2507.19909 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:56:43.549197Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-04T01:06:07.000711Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T01:09:18.435888Z

Reference resolution

72 of 72 outbound references displayed

verified exact4
verified fuzzy19
unresolved37
parse uncertain0
malformed identifier5
metadata mismatch7

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 592e8a7b-0623-494d-b5b6-c18ec28d9e3a · outbound

This paper cites On the Automation of Fixing Software Bugs.

The Impact of Fine-tuning Large Language Models on Automated Program Repair On the Automation of Fixing Software Bugs

Reference 1

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:56:46.176029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3746f785-8437-48fb-8f0c-039596c5d6bd · outbound

This paper cites A Survey on Automated Program Repair Techniques.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A Survey on Automated Program Repair Techniques

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:42.743085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cc6ec35-b63d-4cc2-a2c6-e24993bde2ff · outbound

This paper cites Getafix: Learning to Fix Bugs Automatically.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Getafix: Learning to Fix Bugs Automatically

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:42.794827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d71ea9-dd80-4115-8bd7-55c4f6d20b38 · outbound

This paper cites DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons.

The Impact of Fine-tuning Large Language Models on Automated Program Repair DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:56:43.924196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b1d4d99f-168d-483b-a35d-60c7eb9bcbd0 · outbound

This paper cites PyDex: Repairing Bugs in Introductory Python Assignments Using LLMs.

The Impact of Fine-tuning Large Language Models on Automated Program Repair PyDex: Repairing Bugs in Introductory Python Assignments Using LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.049110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2e0b01e-46ab-419b-98b3-bcf464451d07 · outbound

This paper cites Mining Fix Patterns for FindBugs Violations.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Mining Fix Patterns for FindBugs Violations

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.482116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3936e8ef-0ae2-4530-b03a-4e4a5ea8e3ba · outbound

This paper cites A V ATAR: Fixing Semantic Bugs with Fix Patterns of Static Analysis Violations.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A V ATAR: Fixing Semantic Bugs with Fix Patterns of Static Analysis Violations

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:56:46.078243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 66b1393e-bd51-4c51-81bd-cfeb362625e9 · outbound

This paper cites A Survey of Learning-Based Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A Survey of Learning-Based Automated Program Repair

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.226390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae916264-febc-4c63-b1a8-88c4367e04c9 · outbound

This paper cites Kaddour, J.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Kaddour, J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.467955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aaedcf3a-5e26-46f5-82e8-5d6e911c0355 · outbound

This paper cites Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models: A Critical Review and Assessment

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.246913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7186e27-14d2-48ae-80d8-439082a23c47 · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.454357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation eb8a6cd8-ebc5-4c06-9506-745d3464b98c · outbound

This paper cites CodeT5: Identifier-Aware Unified Pre-Trained Encoder-Decoder Models for Code Understanding and Generation.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CodeT5: Identifier-Aware Unified Pre-Trained Encoder-Decoder Models for Code Understanding and Generation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.438646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84772236-be2d-4028-928f-29b8683301d8 · outbound

This paper cites BLOOM: A 176B-parameter Open-Access Multi- lingual Language Model.

The Impact of Fine-tuning Large Language Models on Automated Program Repair BLOOM: A 176B-parameter Open-Access Multi- lingual Language Model

Reference 15

Resolution: verified exact; raw_fallback, observed 2026-08-06T13:56:45.932990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 907d9eaf-e516-4f22-81db-368daff54f5e · outbound

This paper cites Rozi `ere et al.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Rozi `ere et al

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.424701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b6be87f-3457-4c8f-950f-55a3ecb47f34 · outbound

This paper cites StarCoder: May the Source Be with You!.

The Impact of Fine-tuning Large Language Models on Automated Program Repair StarCoder: May the Source Be with You!

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.410251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5359a065-0635-49d5-b00b-b161c46219c0 · outbound

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

The Impact of Fine-tuning Large Language Models on Automated Program Repair DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.281354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74bdf0c9-fff3-4bfe-8551-dd4f238f6c58 · outbound

This paper cites A Syntax-Guided Edit Decoder for Neural Program Re- pair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A Syntax-Guided Edit Decoder for Neural Program Re- pair

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.287254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13da4c98-f826-4f54-bd89-5fe89cfb17bc · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.291737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d421aada-7b44-4e79-82db-fe7353755aa2 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair LoRA: Low-Rank Adaptation of Large Language Models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.396398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 16ab3530-54e9-4b68-b452-007e947deb0f · outbound

This paper cites Few-Shot Parameter-Efficient Fine-Tuning Is Better and Cheaper than in-Context Learning.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Few-Shot Parameter-Efficient Fine-Tuning Is Better and Cheaper than in-Context Learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.381910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3e2a92d8-877a-4c7e-9447-586b4561bfb3 · outbound

This paper cites Mach ´aˇcek, A.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Mach ´aˇcek, A

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e95cd696-8280-41f5-9171-20b366ea8e74 · outbound

This paper cites Attention Is All You Need.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Attention Is All You Need

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.363310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c3672983-1154-45a2-bbe2-792aabdfdacc · outbound

This paper cites Efficient Training of Language Models to Fill in the Middle.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Efficient Training of Language Models to Fill in the Middle

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.317361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db6b42d0-2d59-426a-8e59-17d364da3929 · outbound

This paper cites APPT: Boosting Automated Patch Correctness Prediction via Fine- Tuning Pre-Trained Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair APPT: Boosting Automated Patch Correctness Prediction via Fine- Tuning Pre-Trained Models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.348399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a88e1d95-4368-418d-b37f-c11d544f1c86 · outbound

This paper cites Fine-Tuning Large Language Models to Improve Accuracy and Comprehensibility of Automated Code Review.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Fine-Tuning Large Language Models to Improve Accuracy and Comprehensibility of Automated Code Review

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.332058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6c45ffbe-2a68-41df-8886-2ddbbdd7bb72 · outbound

This paper cites A Large-Scale Empirical Study on Fine-Tuning Large Language Models for Unit Testing.

The Impact of Fine-tuning Large Language Models on Automated Program Repair A Large-Scale Empirical Study on Fine-Tuning Large Language Models for Unit Testing

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.330894Z

Source-reported events for the cited work

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Observation 51d43612-c744-4492-b096-17759522de55 · outbound

This paper cites Towards Efficient Fine-Tuning of Language Models with Organizational Data for Automated Software Review.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Towards Efficient Fine-Tuning of Language Models with Organizational Data for Automated Software Review

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.316194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5267a889-b3d0-4f30-a085-bfb39309b7b7 · outbound

This paper cites Towards Understanding the Mixture-of-Experts Layer in Deep Learning.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Towards Understanding the Mixture-of-Experts Layer in Deep Learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.300114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3e4610ad-4d26-455a-92e8-7d2a725b66d5 · outbound

This paper cites an unresolved cited work.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:56:46.285754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c6f40009-af31-4868-82ba-80655481c766 · outbound

This paper cites Intrinsic Dimension- ality Explains the Effectiveness of Language Model Fine-Tuning.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Intrinsic Dimension- ality Explains the Effectiveness of Language Model Fine-Tuning

Reference 32

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Observation b0f6e3c8-b283-4fb9-9b27-41e5c801c647 · outbound

This paper cites Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models

Reference 33

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Observation eb46f639-9ebc-4b10-a9d8-f2c6a5616724 · outbound

This paper cites Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.370443Z

Source-reported events for the cited work

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Observation 45f4249e-d232-46c9-b5f8-584cf7d8e4db · outbound

This paper cites Resource-Efficient & Effective Code Summarization.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Resource-Efficient & Effective Code Summarization

Reference 35

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Source-reported events for the cited work

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Observation faae2f94-665b-4e1f-9df7-3724c72cc20c · outbound

This paper cites TransRepair: Context-Aware Program Repair for Compilation Errors.

The Impact of Fine-tuning Large Language Models on Automated Program Repair TransRepair: Context-Aware Program Repair for Compilation Errors

Reference 36

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:56:45.583670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7663a06c-61ee-4995-b5ae-d89834d51ecb · outbound

This paper cites Break-It-Fix-It: Unsupervised Learning for Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Break-It-Fix-It: Unsupervised Learning for Program Repair

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.270578Z

Source-reported events for the cited work

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Observation 20abde7c-110a-4c7d-ba5a-064088072020 · outbound

This paper cites Automated Program Repair in the Era of Large Pre-Trained Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Automated Program Repair in the Era of Large Pre-Trained Language Models

Reference 38

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Source-reported events for the cited work

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Observation 15b29496-3937-4ca0-a96b-fe0409f3f24f · outbound

This paper cites VulRepair: A T5-based Automated Software Vulnerability Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair VulRepair: A T5-based Automated Software Vulnerability Repair

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.395029Z

Source-reported events for the cited work

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Observation 0e03551b-c763-4869-9cd7-a8a5a66d1c02 · outbound

This paper cites Examin- ing Zero-Shot Vulnerability Repair with Large Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Examin- ing Zero-Shot Vulnerability Repair with Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.399584Z

Source-reported events for the cited work

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Observation cc9e1ce2-355a-45a3-af4b-3d3d028aebbe · outbound

This paper cites LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward.

The Impact of Fine-tuning Large Language Models on Automated Program Repair LLM-Powered Code Vulnerability Repair with Reinforcement Learning and Semantic Reward

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.405073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdff69c1-e1f2-4627-8aac-009fd5ca72ac · outbound

This paper cites DLFix: Context-Based Code Trans- formation Learning for Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair DLFix: Context-Based Code Trans- formation Learning for Automated Program Repair

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.411038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89f39b79-3318-4e1b-87d0-981d3264895e · outbound

This paper cites Sorting and Transforming Program Repair Ingredients via Deep Learning Code Similarities.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Sorting and Transforming Program Repair Ingredients via Deep Learning Code Similarities

Reference 43

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T13:56:45.264298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d36e013-3e82-40ed-aef5-a71cf93ea8ed · outbound

This paper cites CoCoNuT: Combining Context-Aware Neural Translation Models Using Ensemble for Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CoCoNuT: Combining Context-Aware Neural Translation Models Using Ensemble for Program Repair

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.423821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4f3196e-3179-4d86-98ae-1892d4d7bed7 · outbound

This paper cites Review4Repair: Code Review Aided Automatic Program Repairing.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Review4Repair: Code Review Aided Automatic Program Repairing

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.429069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1ae72c2-b6b6-4110-aca0-a2f2bfe0595e · outbound

This paper cites Grammar-Based Patches Generation for Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Grammar-Based Patches Generation for Automated Program Repair

Reference 46

Resolution: verified exact; doi, observed 2026-08-06T13:56:43.677518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7c177624-e5f7-4dd2-8543-e586e8b1641d · outbound

This paper cites CURE: Code-Aware Neural Ma- chine Translation for Automatic Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CURE: Code-Aware Neural Ma- chine Translation for Automatic Program Repair

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.438740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation face6356-13b4-4336-811d-4bb6319fdfb3 · outbound

This paper cites DEAR: A Novel Deep Learning- Based Approach for Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair DEAR: A Novel Deep Learning- Based Approach for Automated Program Repair

Reference 48

Resolution: malformed identifier; no resolver link, observed 2026-08-06T13:56:43.443804Z

Source-reported events for the cited work

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Observation 9822a34f-9b7f-4585-9391-d2f436f84021 · outbound

This paper cites CIRCLE: Continual Repair across Programming Languages.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CIRCLE: Continual Repair across Programming Languages

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.448495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8e5c143-89c9-43e7-930d-f42c92c478dd · outbound

This paper cites Sk p: A Neural Program Corrector for MOOCs.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Sk p: A Neural Program Corrector for MOOCs

Reference 50

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T13:56:44.767873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation df68474d-3b4c-47c6-8286-0669510a316b · outbound

This paper cites Graph-Based, Self-Supervised Program Repair from Diagnostic Feedback.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Graph-Based, Self-Supervised Program Repair from Diagnostic Feedback

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.255813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3e5e6550-f03a-403e-ac18-47b9c2ca7613 · outbound

This paper cites RepairNet: Contextual Sequence-to-Sequence Network for Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair RepairNet: Contextual Sequence-to-Sequence Network for Automated Program Repair

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.462402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bb050bd-4281-42bb-9c0f-3f33e3e543de · outbound

This paper cites RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.467037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a0a54a5-c9f2-4cce-8b6f-6a192e52acbc · outbound

This paper cites Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering

Reference 54

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Observation 3f3d542e-2b00-459b-b04a-b625512283a6 · outbound

This paper cites An Analysis of the Automatic Bug Fixing Performance of ChatGPT.

The Impact of Fine-tuning Large Language Models on Automated Program Repair An Analysis of the Automatic Bug Fixing Performance of ChatGPT

Reference 55

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This paper cites Multi-Objective Fine-Tuning for Enhanced Program Repair with Llms.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Multi-Objective Fine-Tuning for Enhanced Program Repair with Llms

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.482895Z

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Observation a1c4eb4e-8157-49f7-b18a-5b757e533f9c · outbound

This paper cites Exploring Parameter-Efficient Fine-Tuning of Large Language Model on Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Exploring Parameter-Efficient Fine-Tuning of Large Language Model on Automated Program Repair

Reference 57

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Observation a6bc28a5-ccc8-4013-8339-98c7f9be0e13 · outbound

This paper cites Exploring Parameter- Efficient Fine-Tuning of Large Language Model on Automated Pro- gram Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Exploring Parameter- Efficient Fine-Tuning of Large Language Model on Automated Pro- gram Repair

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.239680Z

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Observation 3f0ce4f6-d735-4c8f-b83d-992683ab9375 · outbound

This paper cites Comprehensive Fine-Tuning Large Language Models of Code for Automated Program Repair.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Comprehensive Fine-Tuning Large Language Models of Code for Automated Program Repair

Reference 59

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Observation da9a916a-d1eb-4eb7-98eb-6305f9b21867 · outbound

This paper cites Defects4J: A Database of Existing Faults to Enable Controlled Testing Studies for Java Programs.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Defects4J: A Database of Existing Faults to Enable Controlled Testing Studies for Java Programs

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.221985Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e8c2aea-af1d-4b2f-8295-23e69471687c · outbound

This paper cites QuixBugs: A Multi-Lingual Program Repair Benchmark Set Based on the Quixey Challenge.

The Impact of Fine-tuning Large Language Models on Automated Program Repair QuixBugs: A Multi-Lingual Program Repair Benchmark Set Based on the Quixey Challenge

Reference 61

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Observation 104429c9-0927-476a-9768-81bcd4b64c02 · outbound

This paper cites Chen et al.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Chen et al

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.206581Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7e89ad57-cb5e-4eff-81cc-2ae3144c3de3 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 63

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Observation 14987d44-9d37-415e-b847-e5a80856088c · outbound

This paper cites Bleu: A Method for Automatic Evaluation of Machine Translation.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Bleu: A Method for Automatic Evaluation of Machine Translation

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.535500Z

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Observation 9fe413c7-58bf-4898-9e96-d1ffe76321fb · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

The Impact of Fine-tuning Large Language Models on Automated Program Repair CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:56:46.190671Z

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Observation b9bc3f4d-12b0-49cc-a5de-0b114545caaf · outbound

This paper cites Benchmark Data Contamination of Large Language Models: A Survey.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Benchmark Data Contamination of Large Language Models: A Survey

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.544573Z

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Observation 0693e54d-4835-469c-a084-6b4178b3661e · outbound

This paper cites Automated Patch Correctness Assessment: How Far Are We?.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Automated Patch Correctness Assessment: How Far Are We?

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.549197Z

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Observation d7c7989b-40a1-4a9d-9d06-657472f9ba21 · outbound

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Reference 440

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Observation 232f361d-9741-42cf-9740-e5894a9d65b2 · outbound

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Reference 731

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Observation 6c666f4a-f787-4ae2-a9d6-b821b52f3554 · outbound

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The Impact of Fine-tuning Large Language Models on Automated Program Repair Evaluating Large Language Models Trained on Code

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.526092Z

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Observation 16c5e78a-5b62-4fea-9144-3a5ce06dd795 · outbound

This paper cites Challenges and Applications of Large Language Models.

The Impact of Fine-tuning Large Language Models on Automated Program Repair Challenges and Applications of Large Language Models

Reference 2023

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Observation 896c5694-fb08-4388-96dc-1f882eba1ac2 · outbound

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The Impact of Fine-tuning Large Language Models on Automated Program Repair Code Llama: Open Foundation Models for Code

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.270491Z

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Observation 9cefb741-dab2-4fa3-b600-254db2f6d04e · outbound

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The Impact of Fine-tuning Large Language Models on Automated Program Repair A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T13:56:43.355089Z

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Observation b93453d7-7eb5-4124-9da2-8ff8e3f05694 · outbound

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Reference 2253

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Pith citing papers

Observation 6681f6c8-eb8d-4f43-bff5-f534f5abbab6 · inbound

BLAgent: Agentic RAG for File-Level Bug Localization cites this paper.

BLAgent: Agentic RAG for File-Level Bug Localization The Impact of Fine-tuning Large Language Models on Automated Program Repair

Reference 33

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Observation 23da9313-a93d-4636-8ebc-d090b6734190 · inbound

BLAgent: Agentic RAG for File-Level Bug Localization cites this paper.

BLAgent: Agentic RAG for File-Level Bug Localization The Impact of Fine-tuning Large Language Models on Automated Program Repair

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-04T01:09:18.437370Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.