Paper Citation Record · LEDGER

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models

As of 22 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 2 inbound Pith citation observations for arXiv:2505.02931.

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

pith.paper-citation-record.v1
2505.02931 v1

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:45:04.970385Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T05:25:16.024670Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T05:29:48.446947Z

Reference resolution

67 of 67 outbound references displayed

verified exact4
verified fuzzy8
unresolved50
parse uncertain0
malformed identifier5
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3909551f-00cb-45b6-b6b7-6a58ad9c6a68 · outbound

This paper cites an unresolved cited work.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:45:06.705550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 567061cb-46c1-4d90-b5a6-4085411e9fbd · outbound

This paper cites The Debugging Mindset: Understanding the Psychol- ogy of Learning Strategies Leads to Effective Problem-Solving Skills.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models The Debugging Mindset: Understanding the Psychol- ogy of Learning Strategies Leads to Effective Problem-Solving Skills

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.701676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d5bdfbf-80a6-47ee-87c7-bbfd317e5424 · outbound

This paper cites AVATAR: Fixing Semantic Bugs with Fix Patterns of Static Analysis Violations.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models AVATAR: Fixing Semantic Bugs with Fix Patterns of Static Analysis Violations

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-16T00:45:04.706003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c87999c-33b2-476d-872b-8df95923f921 · outbound

This paper cites TBar: Revisiting Template-Based Automated Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models TBar: Revisiting Template-Based Automated Program Repair

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.710444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d155b504-860a-4b3d-9078-54be6b7ce67a · outbound

This paper cites FixMiner: Mining Relevant Fix Patterns for Auto- mated Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models FixMiner: Mining Relevant Fix Patterns for Auto- mated Program Repair

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.715425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc8dfaf5-bc04-41be-970d-ef7335cbdca3 · outbound

This paper cites ARJA: Automated Repair of Java Programs via Multi-Objective Genetic Programming.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models ARJA: Automated Repair of Java Programs via Multi-Objective Genetic Programming

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-16T00:45:04.719572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e87f44d-9749-4848-af36-6ef617fbb953 · outbound

This paper cites Elixir: Effective Object-Oriented Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Elixir: Effective Object-Oriented Program Repair

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.723805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f80b8cad-84e8-459f-9afa-0ef85775db9e · outbound

This paper cites Better Automatic Program Repair by Using Bug Reports and Tests Together.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Better Automatic Program Repair by Using Bug Reports and Tests Together

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.727531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c7a188-d295-47fd-bb7d-90014ec09d17 · outbound

This paper cites Martinez and M.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Martinez and M

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.694103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 07420959-ade1-4e84-aa95-61078f6385a3 · outbound

This paper cites DynaMoth: Dynamic Code Synthesis for Automatic Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models DynaMoth: Dynamic Code Synthesis for Automatic Program Repair

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.739813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b85d971-b31a-4634-9f3a-adef9abdc55e · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models CoCoNuT: Combining Context-Aware Neural Translation Models Using Ensem- ble for Program Repair

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.743654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dcf1c77-2e1a-4e83-9bae-3d75c0e3df3b · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Automated Program Repair in the Era of Large Pre-Trained Language Models

Reference 12

Resolution: verified exact; raw_fallback, observed 2026-08-16T00:45:06.085893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4718699a-2e83-4ea4-b573-eb18d75f7aec · outbound

This paper cites Less Training, More Repairing Please: Revis- iting Automated Program Repair via Zero-Shot Learning.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Less Training, More Repairing Please: Revis- iting Automated Program Repair via Zero-Shot Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.750759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c6dc02-84d9-4704-b1d0-126195f985e0 · outbound

This paper cites Rozière et al.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Rozière et al

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.683838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 30fc99f9-208b-4034-8b12-3ea0b7f3bb0c · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.762235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f11ce351-1900-4903-b120-febc8e0c6a9e · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models An Analysis of the Automatic Bug Fixing Performance of ChatGPT

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.766553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4a70e81-69a5-407d-9f40-1304c4a30d8d · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models A Survey of Learning- based Automated Program Repair

Reference 17

Resolution: malformed identifier; raw_fallback, observed 2026-08-16T00:45:06.671959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d0b1d067-d406-48e9-901a-e2893e067353 · outbound

This paper cites Revisiting the Plastic Surgery Hypothesis via Large Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Revisiting the Plastic Surgery Hypothesis via Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.773746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 252420bb-a806-48ba-b399-16ebd367cead · outbound

This paper cites How Far Can We Go with Practical Function-Level Program Repair?.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models How Far Can We Go with Practical Function-Level Program Repair?

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.778293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a976751-73ee-4746-aa29-ef0bf42889a9 · outbound

This paper cites Trust Enhancement Issues in Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Trust Enhancement Issues in Program Repair

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:45:05.946687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9a5bd2c1-2d2b-430f-94ad-f26a3d2a89a6 · outbound

This paper cites Zhang et al.Instruction Tuning for Large Language Models: A Survey.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Zhang et al.Instruction Tuning for Large Language Models: A Survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.787400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6548df3b-7045-45ae-afb0-a4765d1ed6b9 · outbound

This paper cites Impact of Code Language Models on Automated Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Impact of Code Language Models on Automated Program Repair

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.790863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35417e0a-9b85-4701-9e51-3250cf8fd58c · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Defects4J: A Database of Existing Faults to Enable Controlled Testing Studies for Java Programs

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.794689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8709d808-788a-47f5-b0dc-6fd9a8b4afb7 · outbound

This paper cites Dubey et al.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Dubey et al

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.660527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 56613aa0-9c40-4042-a7c0-3660a92f88ad · outbound

This paper cites LLaMA-Reviewer: Advancing Code Review Automation with Large Language Models through Parameter-Efficient Fine-Tuning.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models LLaMA-Reviewer: Advancing Code Review Automation with Large Language Models through Parameter-Efficient Fine-Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.802522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d00f516-8bfb-406a-bc1a-d9f01271cd15 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.806400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 706d2df8-6b3c-417d-a8b7-bd65cda876e5 · outbound

This paper cites Can It Edit? Evaluating the Ability of Large Language Models to Follow Code Editing Instructions.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Can It Edit? Evaluating the Ability of Large Language Models to Follow Code Editing Instructions

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.648170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 08f31e43-6102-4ebb-9313-3c5d8d53fc4f · outbound

This paper cites Less is More: Summary of Long Instructions is Better for Program Synthesis.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Less is More: Summary of Long Instructions is Better for Program Synthesis

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.815044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd954801-4cd6-449b-ac72-f638895cae10 · outbound

This paper cites Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.818911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd0ef512-769f-41a2-8cad-c889e143bd61 · outbound

This paper cites Instruction Tuning for Secure Code Generation.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Instruction Tuning for Secure Code Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.823004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef486db2-fd64-49b4-8ba8-b542777a9700 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.827209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65e8d89a-741b-4550-bfc9-e0d4b217c004 · outbound

This paper cites OctoPack: Instruction Tuning Code Large Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models OctoPack: Instruction Tuning Code Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.831875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1e360dc-17dd-4f81-962f-cf8cb094fde9 · outbound

This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.835948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f163118-2164-4282-af39-1bb09ba711f9 · outbound

This paper cites Magicoder: Empow- ering Code Generation with OSS-Instruct.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Magicoder: Empow- ering Code Generation with OSS-Instruct

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.635509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 456f5238-c5f9-4f6b-9796-d301d8f75d35 · outbound

This paper cites PanGu-Coder2: Boosting Large Language Models for Code with Ranking Feedback.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models PanGu-Coder2: Boosting Large Language Models for Code with Ranking Feedback

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.845561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 051a203c-86fe-4860-8566-2120fffa26dd · outbound

This paper cites WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.849538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30df1001-cf9c-4648-98cc-3458e0ce0dfc · outbound

This paper cites Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Evaluating Instruction-Tuned Large Language Models on Code Comprehension and Generation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.854291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e2e8ad3-4a1e-4b13-b5d9-864d242b8c77 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.858369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 515cff2d-0d1e-495d-b125-0251cd135274 · outbound

This paper cites Teaching Large Language Models to Self-Debug.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Teaching Large Language Models to Self-Debug

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.862775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5001a135-ec0d-404f-a790-2c467c1c1a57 · outbound

This paper cites Fully Au- tonomous Programming with Large Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Fully Au- tonomous Programming with Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.867428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44dad5f6-e090-43fe-b06d-49e312bfd2c0 · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Self-Refine: Iterative Refinement with Self-Feedback

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.622686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7f2fceab-5c92-4976-bd5a-7d309e8a4785 · outbound

This paper cites RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models RGD: Multi-LLM Based Agent Debugger via Refinement and Generation Guidance

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.875844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af2d519e-2638-423a-93d6-2530c0bc5214 · outbound

This paper cites RepairAgent: An Autonomous, LLM-Based Agent for Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models RepairAgent: An Autonomous, LLM-Based Agent for Program Repair

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.880049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe1e11cd-8e60-4523-8119-977de931d5b1 · outbound

This paper cites CigaR: Cost-efficient Program Repair with LLMs.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models CigaR: Cost-efficient Program Repair with LLMs

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.884156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82ee6bdd-6255-43cc-833a-7bc023b144c7 · outbound

This paper cites ITER: Iterative Neural Repair for Multi-Location Patches.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models ITER: Iterative Neural Repair for Multi-Location Patches

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:45:05.639480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b7b590a6-db9c-4d15-9e3e-03b5f9ac56fe · outbound

This paper cites RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models RLEF: Grounding Code LLMs in Execution Feedback with Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.892077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f657a763-876c-48be-8c44-9d66782abba3 · outbound

This paper cites OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models OpenCodeInterpreter: Integrating Code Generation with Execution and Refinement

Reference 47

Resolution: malformed identifier; no resolver link, observed 2026-08-16T00:45:04.896654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 737ecda4-28ab-4057-a328-fa6b2ca5ba44 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program Repair

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.900841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8135c9eb-5b8f-43cd-b1c4-a2c4d237d382 · outbound

This paper cites Megadiff: A Dataset of 600k Java Source Code Changes Categorized by Diff Size.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Megadiff: A Dataset of 600k Java Source Code Changes Categorized by Diff Size

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.904732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26c21be0-41ca-4714-bcb2-5dd7a0f314f6 · outbound

This paper cites Conversational Automated Program Repair.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Conversational Automated Program Repair

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.908740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d83d0e6d-81aa-4d3a-a692-fb428965fe2d · outbound

This paper cites Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.912765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e651b3f-060e-4332-b1dd-f9c75895a5cf · outbound

This paper cites an unresolved cited work.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-16T00:45:06.611019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a49884df-ae10-40ee-9251-e2ae96a37c35 · outbound

This paper cites an unresolved cited work.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.925695Z

Source-reported events for the cited work

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Observation 6a5bc810-db2e-4fa7-8f4b-499e1934c54c · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.930260Z

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Observation 53ed6f76-012b-43b7-8d6f-8fe4b99839dd · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models LLaMA: Open and Efficient Foundation Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.934447Z

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Observation 144408b0-c183-41a4-bc38-5a40e86fb5d0 · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.938357Z

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Observation 10e79444-1097-4924-b8f0-2ee260c2d505 · outbound

This paper cites Taori, I.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Taori, I

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.598610Z

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Observation 8b215abc-5ebe-479e-9683-b365775e5927 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models A Syntax-Guided Edit Decoder for Neural Program Repair

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.946675Z

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Observation 498c2fea-2d4f-463d-b31f-b757937a2089 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Defects4J: A Database of Existing Faults to Enable Controlled Testing Studies for Java Programs

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:45:06.586012Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ea8393a1-9429-48d6-91b3-4e985d4feb84 · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Finetuned Language Models Are Zero-Shot Learners

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.957498Z

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Observation 31d024a4-45ec-46c2-aaf2-b560048f55e9 · outbound

This paper cites Training Compute-Optimal Large Language Models.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Training Compute-Optimal Large Language Models

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.962302Z

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Observation 11c27520-d6eb-48e3-9578-a89fa5f9194c · outbound

This paper cites Are Large Language Models Memorizing Bug Benchmarks?.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Are Large Language Models Memorizing Bug Benchmarks?

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.966483Z

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Observation 4419407b-7106-4b64-bd16-72aeb4a18c5e · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Automated Patch Correctness Assessment: How Far Are We?

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.970385Z

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Observation 64e8f559-2aed-4b27-82bc-8427e3723d25 · outbound

This paper cites 437–440.doi: 10.1145/ 2610384.2628055.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models 437–440.doi: 10.1145/ 2610384.2628055

Reference 2014

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Observation 615fc045-0e25-43e7-b212-cacad4f49a10 · outbound

This paper cites Ultra-Large Repair Search Space with Automatically Mined Templates: the Cardumen Mode of Astor.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Ultra-Large Repair Search Space with Automatically Mined Templates: the Cardumen Mode of Astor

Reference 2018

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:45:05.232612Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6b0df675-e9bb-4873-8c9b-a66ffc19c3ec · outbound

This paper cites Code Llama: Open Foundation Models for Code.

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Code Llama: Open Foundation Models for Code

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.758076Z

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Observation 08d810dc-9963-4520-a949-36ae50856b72 · outbound

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

The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models Exploring Parameter-Efficient Fine-Tuning of Large Language Model on Automated Program Repair

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T00:45:04.921626Z

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Pith citing papers

Observation 62f89636-d693-4960-96a9-4462e682fca1 · inbound

SAFEdit: Does Multi-Agent Decomposition Resolve the Reliability Challenges of Instructed Code Editing? cites this paper.

SAFEdit: Does Multi-Agent Decomposition Resolve the Reliability Challenges of Instructed Code Editing? The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:56:12.410450Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ef6deacf-6a52-4e56-9297-fc4b944fa4ff · inbound

Neural Code Translation of Legacy Code: APL to C# cites this paper.

Neural Code Translation of Legacy Code: APL to C# The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:29:48.451044Z

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No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.