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Paper Citation Record · LEDGER

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2502.07399.

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

pith.paper-citation-record.v1
2502.07399 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:58:05.719404Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T08:26:15.321418Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

51 of 51 outbound references displayed

  • verified exact1
  • verified fuzzy42
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8bc3ae96-4818-4379-87c2-f24b8b754c04 · outbound

This paper cites GPT-4 Technical Report.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o GPT-4 Technical Report

Reference 1

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unresolved
no resolver link, observed 2026-08-08T12:58:05.555668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.555668Z digest=sha256:147dea52e01ad961c7b5a7902320fced1a70ca24ba5576a01e8d64b693555e4d

Observation 78168407-87c6-44ea-ab01-863088dc7d29 · outbound

This paper cites Advancing GenAI Assisted Programming--A Comparative Study on Prompt Efficiency and Code Quality Between GPT-4 and GLM-4.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Advancing GenAI Assisted Programming--A Comparative Study on Prompt Efficiency and Code Quality Between GPT-4 and GLM-4

Reference 2

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verified exact
local_arxiv, observed 2026-08-08T12:58:05.778866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.560060Z digest=sha256:90214a72179f266d5dbbe49aba79ccd6178169d5d04463453eb3f9717b50e4cf

Observation 69bd9f0d-d572-446c-97b1-de4bd22feadb · outbound

This paper cites Enhancing decision-making of large language models via actor-critic.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Enhancing decision-making of large language models via actor-critic

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.244825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.563809Z digest=sha256:cb751124b03aaee9411616c81d8ea556e1b8e9d5d9cb4766597eaaf71242f5fb

Observation 506a358e-a72a-4569-b709-6d5a2dfe1e6b · outbound

This paper cites Program Synthesis with Large Language Models.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Program Synthesis with Large Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T12:58:05.567508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.567508Z digest=sha256:d2496da1cfe511ae1d21b6c842e540240b5dae24f16e0975017cc2795957e0d6

Observation 982d8a26-8871-4271-80b0-d9e913bbe4d4 · outbound

This paper cites https://github.com/auth0/node-jsonwebtoken.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o https://github.com/auth0/node-jsonwebtoken

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.234565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.571436Z digest=sha256:9fd02e8272d4f16d56884f0ee2893ee52775ee15f823bd35e05667df46ddced5

Observation 372c2026-0437-40f9-8e24-906b79486f03 · outbound

This paper cites Cdk examples https://github.com/aws-samples/aws-cdk-examples.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Cdk examples https://github.com/aws-samples/aws-cdk-examples

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.225649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.575157Z digest=sha256:3844bce752fc302a550d4038b0bf00dbf9e9e480f557a947593955f9d832fcac

Observation 8436d9b9-e2fc-4640-9697-a53c791d8138 · outbound

This paper cites https://github.com/pycqa/bandit.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o https://github.com/pycqa/bandit

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.215925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.578596Z digest=sha256:c865f473fadea42d6b0975c87333a1b711215ad4739b458f090189b33469dccd

Observation 68e5dbf3-1559-420d-8bd9-5889bad2052e · outbound

This paper cites Is gpt-4 a reliable rater? evaluating consistency in gpt-4’s text ratings.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Is gpt-4 a reliable rater? evaluating consistency in gpt-4’s text ratings

Reference 8

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raw_fallback, observed 2026-08-08T12:58:06.206060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.581941Z digest=sha256:84986a8c739cdcb91026dd68ed1a8bffce4e160f91fe1f7eaf4f41851588593b

Observation 82f4ab44-7194-454b-a916-bee56ed09737 · outbound

This paper cites A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions, 2023.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions, 2023

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.195724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.585311Z digest=sha256:fa5b6e62c25b7c760974bb029654dc30a50a2b81f6d1943357b3d0dd56a13973

Observation ad6cd5c4-5592-4c86-95b7-645dfbb0a705 · outbound

This paper cites Re- view of recent systems for automatic assessment of programming assign- ments.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Re- view of recent systems for automatic assessment of programming assign- ments

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.186511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.588607Z digest=sha256:421d0a8fcfcb8f90b32fb3e308e02120def755456cb5d9fe27350b504b7ee73a

Observation 89e45439-53cf-4845-b67a-305c87e2c7c6 · outbound

This paper cites Science-js https://github.com/jasondavies/science.js/.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Science-js https://github.com/jasondavies/science.js/

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.176879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.591754Z digest=sha256:f18f986073f620a740d6b4d29dc958c2f5db3ab2890bd9f68c719f121f76c351

Observation 54277f56-12fe-46c8-9ea7-c28b17cc6eb1 · outbound

This paper cites A latent space theory for emergent abilities in large language models, 2023.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o A latent space theory for emergent abilities in large language models, 2023

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.166733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.595069Z digest=sha256:3e9968f0593af75f14fdfcf4cc5e908a8bc2474e7fd94a24496834f472f195cb

Observation e3f2a0a5-9aaa-4754-b65d-754a033f08de · outbound

This paper cites Large language models are zero-shot reasoners, 2023.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Large language models are zero-shot reasoners, 2023

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T12:58:05.598187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.598187Z digest=sha256:f788aa34d30c31f7d9632f2502bc5d93a1f29e5e23a3114d9f2a4ef4d4945210

Observation 7b8870a7-ac1a-4564-8b9a-dd0e36dbd45c · outbound

This paper cites Actor-critic algorithms.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Actor-critic algorithms

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.152142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.601219Z digest=sha256:de0436ee642a1e74e6a5f46e782568cae59cc07810b6fb80aadf190c35ffb694

Observation de361843-ba68-46aa-8be1-af84d9c48405 · outbound

This paper cites Gpt understands, too.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Gpt understands, too

Reference 15

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unresolved
no resolver link, observed 2026-08-08T12:58:05.604477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.604477Z digest=sha256:0df7276465c35c5ab15ba77387b2d9a11f373ab5f7d1739783c1012bb0d13913

Observation c7f4ad23-f2ba-405a-b42f-43527db2e49e · outbound

This paper cites Le, and David Lo.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Le, and David Lo

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.137305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.607613Z digest=sha256:d67d854469a0a904ddc22af25954127387ed4381b940cabef6264f63ce4549f8

Observation a8952033-e103-4b3d-aa8c-20eb3970b1cc · outbound

This paper cites Code quality assessment using trans- formers, 2023.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Code quality assessment using trans- formers, 2023

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.127613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.610551Z digest=sha256:727721bc8c12f114eba9819d0c3b86f0cdcd4c6b5cca7c33ff6a54ce6c2a8cec

Observation 90fe7a60-8984-48c0-bd7a-74c30d23b54f · outbound

This paper cites On faithfulness and factuality in abstractive summarization.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o On faithfulness and factuality in abstractive summarization

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.117618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.613607Z digest=sha256:aa64a73c4c8a654eb3460c356abfaf8ea7f68b5d0e91b30d6fb532e22742bf1d

Observation a2b5fe0a-ebe9-4b6e-b737-0b1d4f3063df · outbound

This paper cites Radon mi https://radon.readthedocs.io/en/latest/intro.html.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Radon mi https://radon.readthedocs.io/en/latest/intro.html

Reference 19

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raw_fallback, observed 2026-08-08T12:58:06.107479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.616735Z digest=sha256:e5fa8554be0fa9cbbdc2749a2d3685387cf0428beb1382d74207995834f31bbc

Observation 571ac372-2f02-422b-80c6-fd7768c5a78f · outbound

This paper cites Ndukwe, Sherlock A.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Ndukwe, Sherlock A

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.097983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.620118Z digest=sha256:dacbcfe507f80f6664dc9f5cf34d0f8137e6d59e363909605452fac6a5740493

Observation 062d7830-b111-4850-9aa7-cd55e6fb166f · outbound

This paper cites An Empirical Study of the Non-determinism of ChatGPT in Code Generation.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o An Empirical Study of the Non-determinism of ChatGPT in Code Generation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T12:58:05.623259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.623259Z digest=sha256:dab377adc9692005efa01f4e21c8fdd859dcb561c0d247ec48fc13a7938c98dd

Observation b71f50f5-7193-4eb2-a52a-0531aad1dd06 · outbound

This paper cites Pedregosa, G.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Pedregosa, G

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.088226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.626887Z digest=sha256:5de543b3c55f52eb527c7f1144c2e3b466f86d601cfdcc664b5764650ff1684d

Observation 3d7ab450-bd35-4efc-8c2e-01decfa946d9 · outbound

This paper cites AI-assisted coding: Experiments with GPT-4.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o AI-assisted coding: Experiments with GPT-4

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-08T12:58:05.629775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T12:58:05.629775Z digest=sha256:bb063b1f3547387c73d59d49b739fa11ab3945371e753f66ff50eb7c82e1b65f

Observation 0931c214-dfb5-4853-9be2-20e31681486f · outbound

This paper cites https://github.com/fportantier/vulpy.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o https://github.com/fportantier/vulpy

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.079207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.633374Z digest=sha256:5d1153eaa7726f9796f48d6b3087ab01299943a8dcf6eda03bcf1d55020162e3

Observation 325a712f-c41d-4c17-ad75-1030bdf7635a · outbound

This paper cites Assessing code review quality with chatgpt: A survey of automated reviewer assignment methods and ex- perimental outcomes.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Assessing code review quality with chatgpt: A survey of automated reviewer assignment methods and ex- perimental outcomes

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.069508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.636862Z digest=sha256:48041dd62a44cc305669177bb85b88b5bec8f11bb4b628e0e57fbec729c5410e

Observation 5f02baef-e5ef-43e5-8946-79ada180e541 · outbound

This paper cites https://github.com/snoopysecurity/vulnerable-code- snippets.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o https://github.com/snoopysecurity/vulnerable-code- snippets

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.050187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.643035Z digest=sha256:83f276cad27d18f8c2d170d5842bedda6c72d585f6ee53ea4b8e2cd91a72daa0

Observation b9968272-aad4-4ac3-a3f2-15f05b07c09b · outbound

This paper cites Qscored: A large dataset of code smells and quality metrics.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Qscored: A large dataset of code smells and quality metrics

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.040878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.646632Z digest=sha256:39c027ee486aaa11a1524de7cf4a663fe4b6c1738ddc2a058e141f10bf9ef60a

Observation 321a535e-a44c-46f7-8e84-13c17e8d6021 · outbound

This paper cites Reflexion: language agents with verbal reinforcement learning.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Reflexion: language agents with verbal reinforcement learning

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.031738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.649793Z digest=sha256:f86c7e6ebe4143fc803139db2e5011c5bd2f50886ab0326590fadbdbf5732f4f

Observation a4ece8cd-9e64-4506-82f1-f38fdad9f0f9 · outbound

This paper cites an unresolved cited work.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-08T12:58:06.022427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.652716Z digest=sha256:8c82b562d355638aa85e94c2528d6a6d32aeaa7910fb29aef003152078f60f15

Observation f62c5f3d-75fc-43d5-9fc9-dbb9d465b615 · outbound

This paper cites Calibration and correctness of language models for code, 2024.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Calibration and correctness of language models for code, 2024

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.013202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.655606Z digest=sha256:438716a7ac87fdfd2208931610b60fb72a8d99f6dcd11a4dc86a12adb349270d

Observation dd06737e-156d-4efe-aecd-303c003588c9 · outbound

This paper cites Pylint: https://github.com/pylint-dev/pylint.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Pylint: https://github.com/pylint-dev/pylint

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.003677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.658544Z digest=sha256:571fa68c098b0e4fd80f77dfd9149087487bebee98a67281250006c8ed95f954

Observation faeadbbd-df99-4112-952e-024dcc46d0ac · outbound

This paper cites Why can large language models generate correct chain-of- thoughts?, 2024.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Why can large language models generate correct chain-of- thoughts?, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.993863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.661358Z digest=sha256:c939d32163734f839df66235b60d4f0a37fa5aaa3ded3d505df71b58b03ae557

Observation f0366cec-d801-42ab-890e-594eee4413d1 · outbound

This paper cites Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, War- ren Weckesser, Jonathan Bright, St´ efan J.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Oliphant, Matt Haberland, Tyler Reddy, David Cournapeau, Evgeni Burovski, Pearu Peterson, War- ren Weckesser, Jonathan Bright, St´ efan J

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.985069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.665469Z digest=sha256:8fe346a8ad6bdb077234c8affef560fa9b66c704ff1958a3cd165131bfc09d68

Observation 2287a8dd-abbd-46f9-9780-d5a24df2b970 · outbound

This paper cites Chi, Sha- ran Narang, Aakanksha Chowdhery, and Denny Zhou.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Chi, Sha- ran Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.975633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.668730Z digest=sha256:0eefc57e09344c66f43388da0293a4c0a64fd2266bba357003fdd5c1bd098c5d

Observation 16639bae-75cc-47ac-b1d2-d0c4fc9fbdcd · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Chain-of-thought prompting elicits reasoning in large language models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.966543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.671878Z digest=sha256:3ee8b40be4471da5813e61b4384feb9d802a6f68671a8f7e89af9fcabf9869e0

Observation 67421226-8816-4a91-b936-6c6b3866560e · outbound

This paper cites Testing, checking, linting, pages 51–101.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Testing, checking, linting, pages 51–101

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.956445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.675008Z digest=sha256:353f96b5544721425f9749bc6a7a816b3fb0084c1eadd07c4a2dc008cf2755c6

Observation a7ae5c4c-8e78-4f27-a68a-bc56505f8b05 · outbound

This paper cites Controlling large language model-based agents for large-scale decision- making: An actor-critic approach, 2024.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Controlling large language model-based agents for large-scale decision- making: An actor-critic approach, 2024

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.947248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.677997Z digest=sha256:44f59c7816c66a4ec341750f278b3135cc11dce191778bc330536cd798582d85

Observation 33211365-762c-460b-8ed3-f68032fc1d14 · outbound

This paper cites degraded in quality.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o degraded in quality

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.937354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.680931Z digest=sha256:7e4deede04b58e82a86e49e514c5b5999cd0303ebba736e2ee2438d1dd0fb2b9

Observation d54ddf54-1fc6-4013-8e43-e82e43d9acd9 · outbound

This paper cites - The code consistently follows a single specific code style guide.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code consistently follows a single specific code style guide

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.927583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.684275Z digest=sha256:f868ecd9f3da606182cb1d1e72828efe4b0c50ca9c9e928ebd960e72d95bf43a

Observation 48fe30ee-845c-44b6-b77a-89433dc59901 · outbound

This paper cites - The code provided strictly adheres to the DRY (Do not Repeat Your- self) principle, avoiding unnecessary repetition.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code provided strictly adheres to the DRY (Do not Repeat Your- self) principle, avoiding unnecessary repetition

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.917426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.687602Z digest=sha256:a24a31e012b82d58321ecc8e3ab28710e2b772728c6f1bb6de123fdb17255be8

Observation df8e2a5a-8b22-4c52-8e17-1be002923937 · outbound

This paper cites - The code provided produces consistent and predictable outputs for specific inputs.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code provided produces consistent and predictable outputs for specific inputs

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.903589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.690912Z digest=sha256:1fd0fd56a81dff817eacbdae28de6b72926dcafe2330d66ac98957353cd86f4f

Observation f54b067d-ebfb-4a6b-8225-4e2ab331c908 · outbound

This paper cites - The code provided avoids creating unnecessary objects or data.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code provided avoids creating unnecessary objects or data

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.893278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.694011Z digest=sha256:d952cc4d01190dde9880fc1a98050535a2111363f2842bac870a9a3ce38ea85f

Observation f0c5aaba-1bd5-4923-9245-abbb6515f7d5 · outbound

This paper cites an unresolved cited work.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-08T12:58:05.883027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.697110Z digest=sha256:7faac0c21400ecdaf82aa409eb7d11ee5d8c1fd131f44477d7695aab113354d1

Observation 34a8deec-9dcd-49bf-8f0a-f514c01193a7 · outbound

This paper cites - The code provided is completely free of hardcoded sensitive data, such as passwords and API keys.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code provided is completely free of hardcoded sensitive data, such as passwords and API keys

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.873078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.700248Z digest=sha256:31042e5aa7c5fcfc119e92a5819949ff844243e206ba8377c1d25ff4975b71f9

Observation f8f2c93c-f4dd-4488-b472-fbecf814e981 · outbound

This paper cites - There is a concise and clear description of the code’s functionality.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - There is a concise and clear description of the code’s functionality

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.860131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.703127Z digest=sha256:8e9598349061992b0c4a7878ff44ff8dd179fe38a9984ba7a10a5d7790dd3e05

Observation df72b96b-c5fd-4bc6-a68f-9eab22fc8605 · outbound

This paper cites - Individual parts of the code provided can be used, modified, and tested independently without affecting other parts.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - Individual parts of the code provided can be used, modified, and tested independently without affecting other parts

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.849586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.706143Z digest=sha256:c09e3281ea1e8b0c4de22dab29b52ea1c3da8db60d3c0ea38ba963c41392ecf8

Observation 2da4c219-5b39-4155-bf73-bc00bf091c01 · outbound

This paper cites - The code provided is designed to handle an increased number of users efficiently, or can it be easily adapted to do so.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o - The code provided is designed to handle an increased number of users efficiently, or can it be easily adapted to do so

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.839592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.709377Z digest=sha256:d961f354b9823b549dbd47c86fd1b6048cae6f99336e050bcf9ecd0ca3487c51

Observation 53ee25c0-8959-4fb3-bdef-bfeb9a8ef795 · outbound

This paper cites "" 13 def __ in it_ _ ( self , data ) : 14.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o "" 13 def __ in it_ _ ( self , data ) : 14

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.828670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.712477Z digest=sha256:5d8c62d070bf950bc64f9810511c72c33bfbb9fd44b5b35cd68810371e7ef2ae

Observation ec9034b8-2d7e-4f72-ae58-2c239bbae8ab · outbound

This paper cites sk - H n 0 V p J 4 a M 2 X 7 a A y T 3 m N r 3 7 t M M W g J j 1 7 z j r x l p b j K g M H e 5 P V.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o sk - H n 0 V p J 4 a M 2 X 7 a A y T 3 m N r 3 7 t M M W g J j 1 7 z j r x l p b j K g M H e 5 P V

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.810656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.716229Z digest=sha256:c91093ae2500ce612d04ef16b44e4078b357afc2ef2725ea2a3c354bbc6a436c

Observation 1f3be392-6573-4360-b15c-c32416d07f69 · outbound

This paper cites "" 12 I n i t i a l i z e and return a Canvas in st anc e . 13.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o "" 12 I n i t i a l i z e and return a Canvas in st anc e . 13

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:05.798869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.719404Z digest=sha256:dd8155116e02b19a7c0dce2d49e7fa2e31ad65d4cb7d961452194e3becb655fa

Observation 7d8ca335-8d15-44ef-a6b6-521dd0489392 · outbound

This paper cites Springer, Cham , 1076, 2024.

On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o Springer, Cham , 1076, 2024

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T12:58:06.058843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T12:58:05.639926Z digest=sha256:b4ed5bae285e73c5f96fe6e681ae16112fa16a28ec7dee841172bb4d43cc168c

Pith citing papers

Observation 24f0e182-ef3e-4291-a56c-579089aef4b5 · inbound

Project-Level C-to-Rust Translation via Pointer Knowledge Graphs cites this paper.

Project-Level C-to-Rust Translation via Pointer Knowledge Graphs On Iterative Evaluation and Enhancement of Code Quality Using GPT-4o

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-18T08:31:06.723053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T08:26:15.321418Z digest=sha256:60c61c3a903a0cd06657e2daf7b3aba6af56e48e78bc7ba948819e8caeacac64