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Paper Citation Record · LEDGER

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code

As of 19 August 2026, this Paper Citation Record lists 100 of 114 outbound references and 1 inbound Pith citation observation for arXiv:2605.13280.

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

pith.paper-citation-record.v1
2605.13280 v2

Coverage vector

measured 100 of 114 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T05:12:38.175320Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T07:09:50.330562Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 114 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved100
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 299428bd-8e82-4feb-aaa1-86f1c896e1d0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:26.910471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:26.910471Z digest=sha256:a841f7c294420f810860b283acf7b3868e924b2798e4dc84ab2393dc5c0682cf

Observation 7265a13c-9426-480e-a0ad-e67b08144c7e · outbound

This paper cites GPT-4 Technical Report.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code GPT-4 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:26.981151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:26.981151Z digest=sha256:b6eaa832b76e31e215a42960e5e32ddbeecfd880464eb8e29cb904cab8d2ed9d

Observation 744b59f2-658b-43da-a6b1-b8dc67e30ab9 · outbound

This paper cites An Empirical Study of the Relationships between Code Readability and Software Complexity.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code An Empirical Study of the Relationships between Code Readability and Software Complexity

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.060639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.060639Z digest=sha256:f32652f47a88aa7b351d126b1fd2bd4ab9aa488108da27df11bf157b4266170e

Observation 03f4fb19-7804-4ef9-a658-44073d01e381 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 4

Resolution
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no resolver link, observed 2026-08-04T05:12:27.123150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.123150Z digest=sha256:dd0211dd42789ee1bf75b26775ee080f2b06874dab9a45d667b998dedd9e42a8

Observation 82d666f7-be45-47d3-8d24-ebcd5357dc0b · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.185580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.185580Z digest=sha256:c687db58a7318c6921be1bea8da4da62059ef52301699ce1e43f17071578b416

Observation 5bf620d8-c08f-403f-96c7-fd9e4d376ac4 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.229868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.229868Z digest=sha256:399b30111f3cd73456566d40e9d3b09769d6b3baf6b386bbd9bc30bc9c9fcb25

Observation f1136642-1f95-4402-bbf1-8f2dd611b07d · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.279634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.279634Z digest=sha256:b9a8d584be46f3bf7565d9fb722b65fb40135d6c77e6a01270bb21f0063ae123

Observation 50d58f40-bd9e-4242-8e52-656d5b5779a6 · outbound

This paper cites Program Synthesis with Large Language Models.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Program Synthesis with Large Language Models

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.326983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.326983Z digest=sha256:4ec3e4f5f5e0e2a9a35e853952edaeb4ad038dc01feb7d15e6db5780d293558e

Observation 6954d698-e6c9-43df-9f41-a67e7c22ff0c · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.433963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.433963Z digest=sha256:9e7215cbc31bf696ff734cbff3042a8a34617d2d2e331f7b8e6fca0cedaf5ef2

Observation 9b03d003-e1b2-4ac6-a715-680338488401 · outbound

This paper cites 2006.Pattern recognition and machine learning.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code 2006.Pattern recognition and machine learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.526628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.526628Z digest=sha256:01bf3faf5ac8a792dcd6aab8d0668fb2e2cf280bf981452f3b6c928b095d7490

Observation 3b8541e1-49ff-40a6-80f4-2b73ac881555 · outbound

This paper cites O’Reilly Media, Inc.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code O’Reilly Media, Inc

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.575659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.575659Z digest=sha256:c68485602de8bd3ffe4358ae903a84dffa9d5eb0d9ff1fd5cff8257174d247a2

Observation 4fbd1716-bf6d-46b4-a81a-af9c54fc0ee3 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.631893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.631893Z digest=sha256:99a9e158b3fb3f289de249576e9d52d266dcdc00c8457bb001eefec94fdd4eaa

Observation 37c49638-6897-4dc9-8617-cb0a822f570c · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.676361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.676361Z digest=sha256:da820bbd6f51603b6b00ed0f8bdc5d9ca7f2496ce1cab46084cd5851fd434e26

Observation 6beebf2c-a514-4282-82fd-d356cf32a5f0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.762663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.762663Z digest=sha256:ce38d1f5df6c9be925be087d10783d598b97f26f6f228febc6b932c8ba779e26

Observation 03c3f1bf-a312-432a-8c61-ffa6f195ab42 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.804501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.804501Z digest=sha256:5c65fe38b94a00544d94f169970fea8f9a03be56e6b0aec9053a550048d3cdf9

Observation 1ee09357-7e24-4539-8bb2-417453053ff3 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.878049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.878049Z digest=sha256:1607b430a1d67bb7dbca7490a4fedcbb47ccc9092fca66bac0b0eb7a9a743f6c

Observation 91858e05-837a-4a1d-8362-6cc95f1b8d1d · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Evaluating Large Language Models Trained on Code

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.924096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.924096Z digest=sha256:768ff0111aaf4652dfcf3d3be92bb749d4a342af00c37647720e9f43d514a41d

Observation 894890b6-4e48-441b-ae51-260ad8ffec45 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:27.977517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:27.977517Z digest=sha256:50cfb3bab6b01fb194da46f0b363eef0a85c304ea9b424f9fd9c5aef95ab6c4b

Observation 615a2976-6f7d-4697-8587-1f631380a997 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.072441Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.072441Z digest=sha256:5ac76a69af842ba3047fa38c8b0b19931e8c85e04fc13b052fa6de2cb0265954

Observation c7eebd76-bb87-4d99-ab09-4800b2a6ffed · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.188591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.188591Z digest=sha256:dada187f9eb894081926acde5181c74e02721efa79b094b581d15bd0091e1fe4

Observation c237cfe3-282d-404f-82a3-bfefcea4c967 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.307922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.307922Z digest=sha256:71a4d8d6b40e7f4d6cc95d25d634eb2e453739d1cd4d1d08338fa89ed0256c97

Observation 27b1601c-aea8-441a-a46c-835882ece550 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.399428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.399428Z digest=sha256:0b2973518c954510658ff5e3d5e6b634811d1d20d1d753597d3b53c2816882db

Observation 81d43140-9864-4e4c-a1d9-6a167bb2a2d9 · outbound

This paper cites 2011.Software development and professional practice.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code 2011.Software development and professional practice

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.587881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.587881Z digest=sha256:9b8f1dd7506cc4fde1aadb6ec08d841e4fba065c09906cb9d4a0875c54b89a96

Observation c72894d6-079a-40bb-a19e-d7318006a6e2 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.731580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.731580Z digest=sha256:5ac9e548bd9d15a56318eb6205f181b9d4a16dbe000efd8a5cba235dd2dfbf8d

Observation 8552d2f3-367a-45b6-8e82-bf2eb7d2c8d1 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.855886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.855886Z digest=sha256:e9cb907cf9f43d10a411e017db2ddc4f76ffa5cc3e2babe685d5d905ea58f2bd

Observation 6087ab8d-c007-4c29-ab88-31d2ac605b4e · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:28.992298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:28.992298Z digest=sha256:18b5cfded8f8c502f20ea381e973d86292f4bd5a8d3a1a2d7c59826c1fbfd0f2

Observation 9a91f609-801a-48f6-9f02-0f22fd7d34c1 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.152033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.152033Z digest=sha256:e3832568aa1e39f0e7146a9d71278017df56aea0e9c60f9a4335de1589844d41

Observation be3e482d-0f4d-40f3-996e-55a863902782 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.251366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.251366Z digest=sha256:9c0d07f31e0ba219daa88d6c877d21da8cf6e5e31c92f0f7be9aaba9471338df

Observation b3837eba-aeba-4c0c-8ea2-cec3b96fcc9f · outbound

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

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.356477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.356477Z digest=sha256:81222ecebf12536e11e05f2cd7efdc88329615d5babd7be5096ad1423841ca70

Observation 8298c7d6-c84a-4590-8d53-a6e1ab96d52e · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.466160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.466160Z digest=sha256:a3f10ede365515e3de79455d796571986232783eb29e3ae1fb2023217f7f3e16

Observation d020f02d-685a-4391-8588-25d3e6ae9aba · outbound

This paper cites 1977.Elements of Software Science (Operating and program- ming systems series).

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code 1977.Elements of Software Science (Operating and program- ming systems series)

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.592096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.592096Z digest=sha256:5c9d788fe4cbd46755a13b804b9521cb68d6ffae7d1ae3d02de6ce96853eaa4d

Observation 6b3038d7-d7eb-4fa3-acfc-af3583fb21ab · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.683632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.683632Z digest=sha256:e74a521e5ef143e29c90449cd4578b2da5319d7fcc03723958cc128dcd7fc322

Observation bc3eda96-7ba5-4c52-9531-10412b526108 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.766996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.766996Z digest=sha256:b406c98e3d4b04eff2e0701ef6bf8f87b52a4adaedaf7cdd7eaa263d4c1cb857

Observation 28ce0e02-a013-4eb7-b6a5-b88e0d9c4812 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.850615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.850615Z digest=sha256:dceb4dddaad6b2c48dc0099c69632d5aff58277cc81f1b2a9e47829490f697d4

Observation ecb07480-eb60-49b7-b9e3-a4669cfdd84b · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:29.921672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:29.921672Z digest=sha256:698f9bd32d20487c59436552fb0467bb7e5abc4bd692c634166e4ce73fa24858

Observation 980a0ab7-8018-48cd-b898-afe2f96ba3a8 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:30.042329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:30.042329Z digest=sha256:6bcf7b80e84e5affdf8554b9e1334f49510d2454c0210823ed4044c0c8a6e128

Observation 8f8ca830-094a-46b2-b904-257d37a987a0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:30.216468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:30.216468Z digest=sha256:0581f1663a914d5b766bd5a40b8f20c7698c36055a8fd5b7676d9f04c967de50

Observation 0c792edb-c9eb-4f58-8325-552899c36719 · outbound

This paper cites InProceedings of the 39th IEEE/ACM International Conference on Auto- mated Software Engineering.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code InProceedings of the 39th IEEE/ACM International Conference on Auto- mated Software Engineering

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:30.118353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:30.118353Z digest=sha256:db9beefe67d9c158ab08c23d2be932847e738dc43d4407f1047705112602016e

Observation 8d508444-c128-4655-9e98-038c3a522fa0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-04T05:12:30.356515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:30.356515Z digest=sha256:3b9d20f52fc44863e8d2118f012a8bdedcd0ddaf3d0f47010b5876dcc65c2324

Observation 5669f16e-a8ff-4363-b761-ab5d41daa914 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 40

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source=pdf_text observed=2026-08-04T05:12:30.293942Z digest=sha256:bbbd82d6422bf43b7e1bfaede7539fe5c0ac6a4af7bea7b13b6dbb7c611c5703

Observation e292b768-6ef0-4090-8c78-11d6baa5fa56 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-04T05:12:30.557635Z digest=sha256:15c222ecf76b852267bb87fdfed5683e9e558039fa53fe2f08deaceeee9ede4e

Observation d41e743f-4159-4617-963a-cf3b3be0819b · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 42

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source=pdf_text observed=2026-08-04T05:12:30.481647Z digest=sha256:97255d55305de789780df9e2a16ea8f385db72bc583e5d122fea53296b656ddd

Observation 282a816e-a9df-47df-bcbe-609895042aee · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 43

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source=pdf_text observed=2026-08-04T05:12:30.965059Z digest=sha256:142ca6a45b00a5a780404c8eb548d622cab903e43b13647c2126b89982354dd1

Observation 8dcae4c4-67ca-425c-baec-fce36c1a0e03 · outbound

This paper cites Identifying Inaccurate Descriptions in LLM-generated Code Comments via Test Execution.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Identifying Inaccurate Descriptions in LLM-generated Code Comments via Test Execution

Reference 44

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no resolver link, observed 2026-08-04T05:12:31.159125Z

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source=pdf_text observed=2026-08-04T05:12:31.159125Z digest=sha256:b39b87e4e1ed42d5d6b49560fa5fe89ad4f409c56bec31964829a6d560392820

Observation 89fbb7c5-2441-4028-8c67-6d56140cbd36 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-04T05:12:30.747585Z digest=sha256:dd1e92e3e423e89e50e02b6f3f7e72a6241e28f51b990694b6c17682f7b692e5

Observation e4f90417-9eee-45c2-9371-4671cb6ff4a8 · outbound

This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future

Reference 46

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source=pdf_text observed=2026-08-04T05:12:30.851409Z digest=sha256:33ac4a445d9c475c943c84a05d94a127bf50f3f88102c626de0b3d4d5209a390

Observation 94bad432-5c08-475e-8687-278bc14c73f0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-04T05:12:31.498321Z digest=sha256:20930a53371004789e97321220cdd049c45d7073a9bc7126b78f9ac698fd58d1

Observation 38c9d063-2f7f-42d7-b737-9bfa7f7ac916 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-04T05:12:31.634262Z digest=sha256:5bb75db6cf77d86283becdab174e669e191d9b945022ef6fc6ee5ae6adfe879c

Observation a0948484-d11c-4d39-a792-86b4e24cd5a9 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-04T05:12:31.803970Z digest=sha256:2b2750bf0ae9b08f118b7aaa1cac64899e5b3111b7d145125d466ecbfcc6dbaa

Observation e0c8fb02-b5dc-4d68-811f-73bad4b03abb · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-04T05:12:31.259772Z

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source=pdf_text observed=2026-08-04T05:12:31.259772Z digest=sha256:3f5f51002ef3aff09973a65f2575bac6c41c47b2ea13146566681e0088f98c50

Observation 717c738a-28db-49f3-95e6-d3f405aa58ba · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-04T05:12:31.348599Z digest=sha256:a8af32819d6052bd01c0b036f420d4b95ce7d3898d32587a2ed6965c7db3bc18

Observation 951a7ddf-4b82-49ed-97cd-d282035b19a2 · outbound

This paper cites Comparing Human and LLM Generated Code: The Jury is Still Out!.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Comparing Human and LLM Generated Code: The Jury is Still Out!

Reference 52

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no resolver link, observed 2026-08-04T05:12:32.159210Z

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source=pdf_text observed=2026-08-04T05:12:32.159210Z digest=sha256:0b40181f50e3c1ff103efbeae65096a13492b9539f51727f60f8da8176a47f6c

Observation 27930b82-3b72-4bf6-bd2f-ea041fabc74d · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-04T05:12:32.317181Z digest=sha256:4d30d766695b974e07d133d0effc03970679ed3d09325a0ad05229f94dc35d1b

Observation d4f93c19-ae8d-4876-a4bd-96eea0610254 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-04T05:12:32.448848Z digest=sha256:2178b3e6e27b814261b807cc3da646bc9bfb90dbe7c342acf500ad6c9230c292

Observation 55d06367-0799-4b9c-bbb8-cf0943988271 · outbound

This paper cites StarCoder: may the source be with you!.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code StarCoder: may the source be with you!

Reference 55

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source=pdf_text observed=2026-08-04T05:12:31.890376Z digest=sha256:7440ce4c5763eed0fc157a77168b2abd7207f6bf1bdf0bb330a133aba2343529

Observation 5ef663b8-de6d-4b05-ab15-dfb3eb30581a · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-04T05:12:32.009090Z digest=sha256:793b2d72921d0850529b0ee9bdb6ece9b33d40f87a2168f451b8f5b4489676e5

Observation 65949874-8fe8-4b38-b4f6-118eda00d0fa · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-04T05:12:32.855257Z digest=sha256:21d10445a8138d8972d20a6e4b7cf4e565735b36e6526fbea6749f8dbf086c5d

Observation 55908f2c-dc27-476b-82f6-cad7adb849cf · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-04T05:12:33.031933Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.031933Z digest=sha256:c7c1bd562d1d7762007715f9fa7b2aaeeb390fcfbc2f47a2567f41a9979fc347

Observation 5110ea83-7337-4034-8080-1de11792a525 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 59

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no resolver link, observed 2026-08-04T05:12:33.115370Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.115370Z digest=sha256:7b1476171d8e7c44d969973bddfc1023d898cb937fe5010d2ba25fd873013abf

Observation 9b602930-3d99-42c8-a10c-8b1801a4df6f · outbound

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

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 60

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no resolver link, observed 2026-08-04T05:12:32.611345Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:32.611345Z digest=sha256:570567c1045352bbd1bd835e25597c76b1275a5f2497fdefc8198bd57a675f3d

Observation 720282c0-edbb-49d1-85a5-7fa3f3c3ea6c · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 61

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no resolver link, observed 2026-08-04T05:12:32.767464Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:32.767464Z digest=sha256:90ccacb812fba2812601c7257eb4aef4a3b2f4ee450bbdd8c2abd06ded348e97

Observation 5a4da0ec-a30a-475a-86d6-aa2e2f503ee0 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 62

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source=pdf_text observed=2026-08-04T05:12:33.321892Z digest=sha256:2ecec8304967f772ac19e045d81b0b7fa8d8432706948220b866029b461eda25

Observation 74f4429e-3ed0-41b4-94c7-d9b78c422b4f · outbound

This paper cites In2019 IEEE/ACM 16th International Conference on Mining Software Repositories (MSR).

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code In2019 IEEE/ACM 16th International Conference on Mining Software Repositories (MSR)

Reference 63

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source=pdf_text observed=2026-08-04T05:12:32.922213Z digest=sha256:dfba23d017477b54e81ba677c15dd882b96d7bfa42655db7ca9ac381e9358f4d

Observation b850b3f8-b7b9-448d-86d3-6f81f7260409 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 64

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no resolver link, observed 2026-08-04T05:12:33.592944Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.592944Z digest=sha256:7a0cc96b93d574a767489c7c3e245c072be0d2ace336cfd44d74d26b17012e13

Observation c90ac57a-8777-4f65-99d5-f29fa3ea53bb · outbound

This paper cites 2007.Beautiful code Leading programmers explain how they think.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code 2007.Beautiful code Leading programmers explain how they think

Reference 65

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no resolver link, observed 2026-08-04T05:12:33.770182Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.770182Z digest=sha256:3462423790c0a1331c1d890eb82f506aaa8927434749bc1505bceccc98edeff1

Observation de7df401-c4d7-40ef-b6d5-6b87246ca002 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 66

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no resolver link, observed 2026-08-04T05:12:33.187494Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.187494Z digest=sha256:9cd8c72e45d8709796060907b9969cd7cec2587fafd7089d00f2b045c3852df5

Observation c8839c44-6cec-42f7-aa21-985bb1a6359d · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 67

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no resolver link, observed 2026-08-04T05:12:33.259078Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.259078Z digest=sha256:62baa8ae2c367418deda15b6b29bdfa48f7a658c18ab854e5a4fee579e0cf42c

Observation 28cc3081-0351-4d72-a848-88a331da875e · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 68

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no resolver link, observed 2026-08-04T05:12:34.236592Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:34.236592Z digest=sha256:0db6acbb0f4c1dda2cc22bd0a0ffd308eb3c5343568122e1a3ec0a2ea6a0533c

Observation b8ea5157-7d73-41e4-b9f8-e9bbf85f1530 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 69

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no resolver link, observed 2026-08-04T05:12:33.469206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:33.469206Z digest=sha256:41129235dbda1e80381a13fd201cf47aaae679258c2a15b0963cb249b2091ba8

Observation 4d403019-01b3-416c-b500-2c3be7be005d · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 70

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no resolver link, observed 2026-08-04T05:12:34.644317Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:34.644317Z digest=sha256:58a62b55f3e839f92d453988720cc5875d4e3a460ea75743b87af08024fbbfd8

Observation 43969daf-6913-48cf-a479-d1412b845537 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 71

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no resolver link, observed 2026-08-04T05:12:34.945130Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:34.945130Z digest=sha256:bec8e0480ea3f785d102c7a3c1832498e7a0b120209fcbb04e73c318b5390603

Observation 8ef40b9b-531b-4727-bc8b-7facef408b23 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 72

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no resolver link, observed 2026-08-04T05:12:33.909536Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:33.909536Z digest=sha256:8d94b06ed60370d1304295faccb8dc883030f38f752884dcfedfd60e66608a95

Observation 7eea0baf-8921-48bb-a355-74621bb730b1 · outbound

This paper cites The Hidden Cost of Readability: How Code Formatting Silently Consumes Your LLM Budget.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code The Hidden Cost of Readability: How Code Formatting Silently Consumes Your LLM Budget

Reference 73

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no resolver link, observed 2026-08-04T05:12:34.090351Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:34.090351Z digest=sha256:e98deef2263e9a4a85eb550293095cdb70c092d2a4ea59467a45b2df3fc85f52

Observation cc1bf747-d4d2-46f8-ad53-9bde878f150c · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 74

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unresolved
no resolver link, observed 2026-08-04T05:12:35.366774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:35.366774Z digest=sha256:5c87c0dd23b9a584f57c9a266d950135794141f7669abf38ff0e5ee6d743af30

Observation dc7ded52-1924-4ae3-87e6-34ac17621865 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 75

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no resolver link, observed 2026-08-04T05:12:34.441308Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:34.441308Z digest=sha256:27a8ae45a783b5d3dbf552f399def67aa92c8730bc29293a111b57d770f69f42

Observation edb79e01-bd96-4d49-9594-4d84b31a7cab · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 76

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unresolved
no resolver link, observed 2026-08-04T05:12:35.641508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:35.641508Z digest=sha256:bc5caa0a676d330eb4cf6fcd9b851f24d29e27ef7ad7184854c270a7d395d3a9

Observation 458a029d-a3de-4ac5-ad26-e5b208817769 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 77

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unresolved
no resolver link, observed 2026-08-04T05:12:35.866347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:35.866347Z digest=sha256:9b08b715bb32a284a0f4981ef5608888200788a0bd65aab372a92857e98e414a

Observation 821b0cd7-f1d4-41a4-a49a-edf6b697affe · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 78

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unresolved
no resolver link, observed 2026-08-04T05:12:35.949240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:35.949240Z digest=sha256:71ec03d8f3bc6600ab1161eef4b56e01337c4788a7b985aba397d46bd71e1469

Observation c1d770a5-95d1-44fc-8c77-22b6ad431ffd · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 79

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unresolved
no resolver link, observed 2026-08-04T05:12:35.068629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T05:12:35.068629Z digest=sha256:f14700550c1c56a4d1b6590c97791ab9bbc2a2c0dd9dc9ed42f9b099935c14f3

Observation 7662dab4-27e2-47be-9e79-125eba4fcfd9 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 80

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unresolved
no resolver link, observed 2026-08-04T05:12:35.206829Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-04T05:12:35.206829Z digest=sha256:845afe9db1ddaa19accefe089ca69be421ae39ef0611431c8bdfdf2d059cdc64

Observation 93ed5c6e-9bb9-4646-afe0-c08f3de54b2c · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 81

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unresolved
no resolver link, observed 2026-08-04T05:12:36.225106Z

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Observation 57ec5cf5-2603-450e-965c-a986d07e87c3 · outbound

This paper cites A Survey of Hallucination in Large Foundation Models.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code A Survey of Hallucination in Large Foundation Models

Reference 82

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source=pdf_text observed=2026-08-04T05:12:35.515794Z digest=sha256:19ff321aa0541f9ab231b722e0bd41f481f43aa92645261d2c5665e6a40d90c6

Observation 5c1bd4b4-28c8-43ea-bc2a-d3882ad79558 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 83

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source=pdf_text observed=2026-08-04T05:12:36.386814Z digest=sha256:1bba0874251936377a82382b3b8155ba470fa49216aac9e537cb654f53f023ba

Observation 4949c998-620a-408b-8f10-4e019460e9a9 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 84

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source=pdf_text observed=2026-08-04T05:12:36.482892Z digest=sha256:efd96583bf987392592141b081660d76b5d94ff623fb556fbc568def77914003

Observation b2086a91-23f7-475c-8cfa-969e8147b518 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 85

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source=pdf_text observed=2026-08-04T05:12:36.545859Z digest=sha256:9e9eb3ce26d3384d6ed8ad743b019cfc79a96eec5eb42e89d5bd8fe3ed7dfce9

Observation 0fdd7343-91da-4943-964e-4c1bee54e6da · outbound

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

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code LLaMA: Open and Efficient Foundation Language Models

Reference 86

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source=pdf_text observed=2026-08-04T05:12:36.642100Z digest=sha256:e124a6c238e5618fa80ec651340dc254c9eb071d9bc4be014fa70ab5c1a09219

Observation b23b2bca-48fe-4984-97de-38aa22531de2 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 87

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source=pdf_text observed=2026-08-04T05:12:36.054613Z digest=sha256:86eb3441f446c87b7fe235aa4ecf8dd83ba80ccc903bf7282867ec38564e0099

Observation ab96368f-5ad4-42ca-9d31-9b98ca21d44a · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 88

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source=pdf_text observed=2026-08-04T05:12:36.117354Z digest=sha256:34a739b1547756fd9ac3c9f688fbdf040ae0a3b6577173746efa4ec6da2db440

Observation 0c7f5b98-0ccf-4733-a271-d8a525b65f6f · outbound

This paper cites LLMs Meet Library Evolution: Evaluating Deprecated API Usage in LLM-based Code Completion.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code LLMs Meet Library Evolution: Evaluating Deprecated API Usage in LLM-based Code Completion

Reference 89

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source=pdf_text observed=2026-08-04T05:12:37.014601Z digest=sha256:91ac7e814b7cea7d979dcef4ca3c4fdac516743953f49b2fc6d6eb2a1d18b4fb

Observation 961390b5-f3ec-472e-a2b4-89327a0a0072 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 90

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source=pdf_text observed=2026-08-04T05:12:36.324524Z digest=sha256:a33f93c1d42e5fdd8168cbb2a1e3d43f777c4df5a5370f4864acf6b42fe61ff6

Observation 31de7003-5fe3-4d0d-a42d-4e6a0b03eed5 · outbound

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

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Finetuned Language Models Are Zero-Shot Learners

Reference 91

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no resolver link, observed 2026-08-04T05:12:37.145642Z

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source=pdf_text observed=2026-08-04T05:12:37.145642Z digest=sha256:6c228918c53ec56db9ecdc895b8055637f2dac82997832b359f65ee2e3ae7988

Observation 565ebaf2-b477-41ec-b811-4cf87fb1b554 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 92

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source=pdf_text observed=2026-08-04T05:12:37.263942Z digest=sha256:b3e00f513d873fef22d6077a5c73274230292eb8c7e62959b7218fcf95cd30d6

Observation 43df76c1-22c1-4733-a782-7483a560aa5a · outbound

This paper cites A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT

Reference 93

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source=pdf_text observed=2026-08-04T05:12:37.309561Z digest=sha256:f72442910b81eaba1247c000687dfbbcc4c756d9105a5528e74a0e7d4303e779

Observation 6dff2c4f-83a0-4536-8387-d71e48f115de · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 94

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source=pdf_text observed=2026-08-04T05:12:37.381062Z digest=sha256:8acd68b539855d74afadb5a65b57613e8effb75701748533430609bee31cf84f

Observation 69fa7fef-0b83-44b6-8129-886a99576725 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 95

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source=pdf_text observed=2026-08-04T05:12:36.732095Z digest=sha256:560aec8a159558cea49421d97b9b9a83a9b82e89931fbcbf5d9d8b337d89c938

Observation 4478bca2-304e-4352-84e5-35f888ef4f7e · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 96

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source=pdf_text observed=2026-08-04T05:12:36.823947Z digest=sha256:38edebae2383bb83a914d8739532f89f814464d359110e4ae5938852d61ca692

Observation 7ec42f1a-2806-4ea5-8e24-71ae79557779 · outbound

This paper cites Personalized Code Readability Assessment: Are We There Yet?.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Personalized Code Readability Assessment: Are We There Yet?

Reference 97

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source=pdf_text observed=2026-08-04T05:12:36.926535Z digest=sha256:545d6fb845a5ccf1c19705ad97104639c01619535d6f234738244720e3c896f9

Observation 4828a0ac-9868-43f8-b79b-74f955d98528 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 98

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source=pdf_text observed=2026-08-04T05:12:37.959444Z digest=sha256:689a6ef2681b0973a081b2a9857fe74ca6584b3033746a1abee2007b009251ee

Observation c43b0e7e-15d4-4683-abd5-fe7047ea0178 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 99

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source=pdf_text observed=2026-08-04T05:12:37.083989Z digest=sha256:3fefe1bbc5aeeb1b5adefcfcb73dcffdaa00ff76017b4bb42a5dac3240e0dd2d

Observation 99425b7a-5b7f-475d-98cd-2f5d6d4d9421 · outbound

This paper cites an unresolved cited work.

Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code Unresolved cited work

Reference 100

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no resolver link, observed 2026-08-04T05:12:38.175320Z

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source=pdf_text observed=2026-08-04T05:12:38.175320Z digest=sha256:211fc21e15b7126723d452565fe655f3ab09f50f748bac901df6140d10b5f5db

Pith citing papers

Observation c7e7de69-9ce8-4f57-8990-4dab886b69f3 · inbound

The Hitchhiker's Guide to Monoculture cites this paper.

The Hitchhiker's Guide to Monoculture Characterizing Readability Issue Patterns and the Role of Prompt Design in LLM-Generated Code

Reference 37

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no resolver link, observed 2026-08-02T07:09:50.330562Z

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source=pdf_text observed=2026-08-02T07:09:50.330562Z digest=sha256:d432b138394a170b825c41a58495e92a523f1e2a32609811d0b2fb198f206f30