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Paper Citation Record · LEDGER

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers

As of 19 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 4 inbound Pith citation observations for arXiv:2411.09224.

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

pith.paper-citation-record.v1
2411.09224 v1

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T20:57:50.900250Z

measured 78 of 78 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:05:01.522603Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T22:24:24.099457Z

Reference resolution

74 of 74 outbound references displayed

  • verified exact4
  • verified fuzzy22
  • unresolved42
  • parse uncertain0
  • malformed identifier6
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85d51821-4b04-4754-9a7e-65346c83d4c1 · outbound

This paper cites About GitHub Copilot Individual.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers About GitHub Copilot Individual

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.272409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.550165Z digest=sha256:c88664ae1b45965cab9fbe96d3611fc5fce779a79834e8e4814015b61a7a5b94

Observation 5b856882-0ef2-4d4d-b9be-f5bdf58f6c5b · outbound

This paper cites Build with the Gemini API.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Build with the Gemini API

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.258434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.555576Z digest=sha256:426dd5b6bd0cb4af6aec1d0b13730aaab6c7ce86ab3b236cc9c0ef374901670f

Observation 6d0173aa-f2e9-4ebf-b205-a32cc653d087 · outbound

This paper cites ChatGPT vs.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers ChatGPT vs

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.244296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.560218Z digest=sha256:cf2edd54e714f06d3633b4acdcc8362466db1183084c2734fac42ae96617ca3b

Observation af44bc79-8dcc-423f-af7d-6c7a8e99a5c4 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:52.230866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.565192Z digest=sha256:dab926f02ac701e4223c5c02f9935a241607db1d61ea3ea450f91b4a58dd0d86

Observation 4638cbda-6c78-4e97-9dc6-e535e37b6bd1 · outbound

This paper cites Code and debug with Bard.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Code and debug with Bard

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.217783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.570128Z digest=sha256:7f27ec4de3ccdbbaaf883ffa91a048c5c5f5efe8f1055a1797a7b88077850601

Observation 392acf30-4b65-4dfb-b00e-70171f337702 · outbound

This paper cites Competitive programming with AlphaCode.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Competitive programming with AlphaCode

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.204525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.575460Z digest=sha256:b16d6698d258493efcf37ef15b0dad5e4d331de0ee70b525dfb7a38dc54627a4

Observation eccb9171-2351-4fb6-b831-23591aaa037f · outbound

This paper cites Gemini - Google DeepMind.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini - Google DeepMind

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.191131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.580338Z digest=sha256:c5f332eaa7057e50490b50ed644ebaebc8a41a0d8d585f19331bbb2bdba6824f

Observation 994032b3-1b58-4326-b426-8dd3534247b3 · outbound

This paper cites Gemini: All About This Zodiac Sign’s Personality Traits, Compatibility and More.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini: All About This Zodiac Sign’s Personality Traits, Compatibility and More

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.177959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.585166Z digest=sha256:6775b5431dc8dc28bc66ff373359bfda35f67033b24cafaacb8c3509bd02096f

Observation c03d2faf-7dfd-447d-bf9c-f5ac67ee0609 · outbound

This paper cites Getting started with GitHub Copilot.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Getting started with GitHub Copilot

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.164892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.590045Z digest=sha256:2536ec74bb67c7abc7051666abbd2a1ad44e24c75200518b7c6f6cd6b38bba0d

Observation 0ec17a7c-a7fb-45f6-8e43-db4b220194d7 · outbound

This paper cites GitHub Copilot vs.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GitHub Copilot vs

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.151643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.594978Z digest=sha256:c0cb63aa2efd83701e9826c4d5ede01df974fb1287bd097a48d2cde46217a9c6

Observation 19be52fa-09d0-46d2-9840-e8de637c3390 · outbound

This paper cites GPT-3.5 model architecture.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GPT-3.5 model architecture

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.138592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.599435Z digest=sha256:30e210e7544e9cf8f17eae7d0094275e0043e2c39b717ab6af573cbe32e06ecb

Observation c0073a7f-7403-48d8-82c0-7e956b2d3504 · outbound

This paper cites Models comparison: OpenAI documentation.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Models comparison: OpenAI documentation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.125208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.603717Z digest=sha256:4622dbcf5faaa75199c7141f3443309a2efca672ca717687343ecae3a83f5bc8

Observation c88e6b4e-ba2e-4093-bc78-177ad03b9699 · outbound

This paper cites PLM, ChatGPT, and Large Language Model Thoughts.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers PLM, ChatGPT, and Large Language Model Thoughts

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.111458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.608043Z digest=sha256:11a9721fe8250c68a845557983ef424be1963d3973cbf48c583d47ccb4f842dd

Observation 7e8af107-30c7-41a4-a337-697295cbc37c · outbound

This paper cites The purpose, benefits, and downsides of GitHub Copilot | Proxify.io.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The purpose, benefits, and downsides of GitHub Copilot | Proxify.io

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.098129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.612334Z digest=sha256:d5bab70e0495a59e89490862e581b2bd2b7ae3e137ab37eb426f500564ab01f0

Observation c3051e62-3d27-4bfd-9b69-94f38b3cec1b · outbound

This paper cites Quickstart for GitHub Copilot.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Quickstart for GitHub Copilot

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.084592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.616352Z digest=sha256:05e4a7a3407699c612065858cd7ffb3322ab137b6902ea26ec7407fa6b598fad

Observation 99e55d42-da04-46f7-8038-29cd6d457a5e · outbound

This paper cites Safeguarding Data Integrity and Privacy in the Age of LLMs | Sentra Blog.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Safeguarding Data Integrity and Privacy in the Age of LLMs | Sentra Blog

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.071151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.621265Z digest=sha256:f7e786541337839970a54b74751536cdfe37d1ae832b8e1f4724c362e333359b

Observation d6ce9dcb-4ffa-4e44-b20e-e09d20b4144e · outbound

This paper cites The transformer architecture | Python.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The transformer architecture | Python

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.057539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.626478Z digest=sha256:a096ad253e9c85e129ed75c4a02d3f24ead2cc8a519734dd91ff3ffc99f5b7bd

Observation b699b1df-1557-4655-8d51-56589937ba69 · outbound

This paper cites Understanding Transformers & the Architecture of LLMs.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Understanding Transformers & the Architecture of LLMs

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.044207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.631644Z digest=sha256:25122ccf45e378c70818734659583a73f6f295f2344c82b26d7b2fb07180eb8c

Observation 6ad00960-a1f3-49d3-b8e9-c0ae9ab2aa6c · outbound

This paper cites What Are Large Language Models (LLMs)? | IBM.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers What Are Large Language Models (LLMs)? | IBM

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.030271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.636585Z digest=sha256:17f34afbbab280d87b993e711c472476e2f6bbb428c604fd4c5f75bbd89154e0

Observation d05318ad-3cfc-49c9-95a9-050b07dee576 · outbound

This paper cites What is ChatGPT and why does it matter? Here’s what you need to know.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers What is ChatGPT and why does it matter? Here’s what you need to know

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.016589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.641333Z digest=sha256:bb693be35e7b52260128d63b8241fda3b4230901b5e77b04ae65394ccafe8e8b

Observation 2b8a6d3a-657a-4d29-9e8a-0886d32fb010 · outbound

This paper cites https://blog .google/technology/ai/google-gemini-next-generation-model- february-2024/.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers https://blog .google/technology/ai/google-gemini-next-generation-model- february-2024/

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:52.003167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.647112Z digest=sha256:65b99dce7e1b1c1f33ac516ad417376246f4b7c54d2677354d21b8524f24ce8a

Observation 221a0e70-bbb4-4254-9894-79e81e67e8f6 · outbound

This paper cites An In-depth Look at Gemini's Language Abilities.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers An In-depth Look at Gemini's Language Abilities

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.651694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.651694Z digest=sha256:34a1c149e59cf1ea42dbcfed05771e433e0dfd68f9d419199100d5992f281075

Observation 6128d412-0ae0-4667-90d9-9f9ab4df5462 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.989705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.656738Z digest=sha256:c8b893fc9429689f8cb6a8fd1148e0cebf80196440f4e64c8d6c2e170907aa08

Observation 924ddcc2-bd79-4a86-9e19-13b0fe2240a4 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.976597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.661037Z digest=sha256:2a566cc2ae2a540a9d1d106226d1d86190bc9fbad9265cda0a72f4be1358f31e

Observation 6a47c689-9e86-4c70-8e33-f6307aca2d4f · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 25

Resolution
verified exact
doi, observed 2026-08-12T20:57:51.129266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.665721Z digest=sha256:df4bf64ef0fc963c04ae49645de3e4a758bc2388e9f05139fc6e202db205c4fe

Observation 00f38255-68d9-4997-8c63-6bf4b67cc43f · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.962891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.670088Z digest=sha256:72ada66ad1fd37045bf59150b40014d9b7c732d6407ff1a5b05bec6ca37b58bd

Observation e008903a-f3fc-46e5-bfe9-12af4e63e0a0 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.674307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.674307Z digest=sha256:ca37df9592cac3382732f09663bf50882aa6423821f73ac5719f13e417d8b9b4

Observation accdd8e9-01c8-445f-a537-3e8680af1e44 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.949462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.679082Z digest=sha256:0d48f630d41128c3236875c9d84f9c55f836e99aa4592a9c478ca460d44a503d

Observation 84d723ac-c2d1-47f2-a64f-a1f618922f2a · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.935445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.683905Z digest=sha256:bfe9503eab2b1c6d9d55ed01bb2348e059959644b8eb6bd5c4cbeca875d8ee7c

Observation fba65e33-a0e5-451e-8259-25bb5666c386 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 30

Resolution
malformed identifier
no resolver link, observed 2026-08-12T20:57:50.688358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.688358Z digest=sha256:1c1b278df773a6ab75d7fe04a7056b75348c0f01e44b36621410e1e6666dfea0

Observation ba462f3c-a1a7-446d-ac7a-bfa67bfc44e9 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.921809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.693343Z digest=sha256:99ef81dde5a95a48f3c8aa2e8c6556d30e5cb0f30f278d4c5e4d9a5d4994c9de

Observation bc4c50d3-58cd-40e5-bf6e-b440e5cdad25 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.907875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.698486Z digest=sha256:dc7206948d8f4d5fb277a1f618c3d180c78d6b64be7ebdcd66ac761297de442b

Observation 37ec8b7f-770c-47c6-9bd3-ae0f29e2b0a3 · outbound

This paper cites So what if ChatGPT wrote it?.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers So what if ChatGPT wrote it?

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.703716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.703716Z digest=sha256:3286aab4e48323a210fd575cb923eb367a260c2c35ae20e3056a82b8ebb746b6

Observation 57f043c0-621c-49df-b635-740756073f6e · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.708401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.708401Z digest=sha256:a2b7277b4900ca4e2aab0ef682b04152a1bbec2e9262042e78caa6ad648ff047

Observation 894bb761-a181-4d5b-b5bf-bc0d60b14a4f · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.796839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.713031Z digest=sha256:8d18bf8c5b80c801d32492966b293b9dd516aa3274eefcc301f5675c59c54996

Observation 8d6d1add-4ddc-46ff-9a25-638a551c3026 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.783225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.717421Z digest=sha256:fd434ded4ec022e1e2d6e400d2beaf2a6d65163d520dcc111e39cae26a2592a2

Observation 58848560-6b09-4d05-ae76-36caa59fef28 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.768426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.722265Z digest=sha256:541e79cbf56f2b8f792e8e729321dc926d52586ab17f79e6ad4f45d68f8f494e

Observation 774be6c1-5626-43ba-9b50-7ea16efdfe54 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.753960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.726985Z digest=sha256:30f0a1a94dee750d691f97643b5cb00d5c3072bd0953ddd81164df850eb9bbf5

Observation de86d69a-1c8d-4112-a30f-9d087b46ff23 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 39

Resolution
verified exact
raw_fallback, observed 2026-08-12T20:57:51.440392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.731557Z digest=sha256:70d60c582c1d59011ea49f4dd35e56d233edd5db13eb8c0232fb90ea129ac7bb

Observation 12aebfed-f0c8-48df-a146-1c64f7fd386c · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.740190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.736067Z digest=sha256:50be323a901d35f69c37a9edfaca03edc00349d63fbe03f0701a85a5af670647

Observation 8463dcb5-eb70-4546-be48-22e444efea35 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.726613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.740165Z digest=sha256:2dfbd1fdaca2f7016d204a684e56f19a951b1b49a0332d67cb2a1c1c6f6cdcbb

Observation 8700d098-ffd5-45ee-a501-d38bb4933f3b · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 42

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T20:57:51.712224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.744105Z digest=sha256:95b0ffbaebe65ec26e6b454922c12d32faf8c4ec0c874b1f6b5324f12590e5d8

Observation 55396759-a664-4729-8782-685d295057ea · outbound

This paper cites Copyright Violations and Large Language Models.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Copyright Violations and Large Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.748216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.748216Z digest=sha256:4fa929dc10252e49adf223c9b18aea187adf73c5556889f8b1216d2b263990ad

Observation 3a8f23ba-c036-419a-a50e-893f0629e9a1 · outbound

This paper cites The Pursuit of Fairness in Artificial Intelligence Models: A Survey.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The Pursuit of Fairness in Artificial Intelligence Models: A Survey

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.752676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.752676Z digest=sha256:b020604466668767b745585982932d3793f42bd746b9614b1637e4eeb788aea2

Observation c9650dd5-1881-4881-b2b7-2c8ae9d9f506 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 45

Resolution
verified exact
doi, observed 2026-08-12T20:57:51.076287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.763430Z digest=sha256:e5eb0a3fe26e7d33ff4bb2367f2c923d1a21a961296d307e09d0a836a5b5cea6

Observation ccbb9739-04c8-4db7-94f5-28d405140afe · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 46

Resolution
malformed identifier
no resolver link, observed 2026-08-12T20:57:50.767519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.767519Z digest=sha256:40d556872e1e840cc76bd9be12cedc124e2c1bc89881e248ceb44778893ebef7

Observation f2e29dfc-1cc0-4108-8aee-84ffa05698c1 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 47

Resolution
malformed identifier
doi_truncated, observed 2026-08-12T20:57:51.697419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.771571Z digest=sha256:5d7a3badef59e8f96164c51bda071acb509c16e0786926e52bdd1432931f894e

Observation 38f95d05-830d-4327-bc69-a8da86da82d8 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.775664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.775664Z digest=sha256:d1c72b665c518a6d9557c994a6684b7593b7804002b813732e3efc522639b244

Observation 4ff16af4-f911-465b-9326-a7293d43d338 · outbound

This paper cites Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando De Freitas, Koray Kavukcuoglu, and Oriol Vinyals.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Mankowitz, Esme Sutherland Robson, Pushmeet Kohli, Nando De Freitas, Koray Kavukcuoglu, and Oriol Vinyals

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.779787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.779787Z digest=sha256:0f0091a30dbd07c7681fc6f632e091fd4b7be0446c6c3fb755ffd5b864052338

Observation c1403d50-ceb8-4034-a5d4-d4c983cd1e93 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.783998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.783998Z digest=sha256:d3fcd25643a710d52f6aa4cc1de4f3e3140426d892ad87f84aca37402ba2bdba

Observation 716ce8d2-a2b3-4613-a4dd-8ffb8aab4f98 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 51

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T20:57:51.673484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.788469Z digest=sha256:ca57ec8fd2e3736ff2e916cf3e5858f5b70d444a28f3e38aba3c17167219fd72

Observation 99934702-42c0-4f17-93c9-7d9fb743df6c · outbound

This paper cites Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.793110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.793110Z digest=sha256:8c60c187cb682c5fa9f8b3b944da1756bad67d144cb88651850704a984775c73

Observation 8ae49ec9-2acd-432a-9fbb-1939160ab456 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.659346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.798437Z digest=sha256:e81303d941694982f5bc081aca70f4f1c765b2c13ce3524ff0b37d042ffda54f

Observation ffc44dc4-680d-423e-ac7f-bed0f908d2cf · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.644473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.803189Z digest=sha256:7d8c9ba0f358f3c6d7b1c661394dc448b9a2af4a6a31b62218d6c0b096882b76

Observation 956d8d3c-f6d9-4d29-96f5-fa49c9922e35 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.808084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.808084Z digest=sha256:76c8c7cc2fbf44fc4cf42a2465bbfdae6b27592a25e99c9f68b0dbf134dc444f

Observation b9baf5c3-b0f0-4739-a095-1dcc35e4b539 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.630426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.813180Z digest=sha256:5fa26ae945e065ec16d552e1e9dea0921cf2fe02fcdcb27a577e6ebc2b94f5fb

Observation b01ec387-c2c5-452e-86f6-ef8224178a0a · outbound

This paper cites GPT-4 Technical Report.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GPT-4 Technical Report

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.818373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.818373Z digest=sha256:cd6e61f6fad29c9a86006144d9af9818a8267b2a4f03ea8ff0f3390d289ca93a

Observation 7d54b44e-ca89-44fc-a97c-268976e4f494 · outbound

This paper cites Benchmarks and Metrics for Evaluations of Code Generation: A Critical Review.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Benchmarks and Metrics for Evaluations of Code Generation: A Critical Review

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.823212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.823212Z digest=sha256:06244a94711fdba4ed6efc3eb6f7e6ee74264f0a20698228aa5d0ebdc147ca42

Observation 709054c3-7b81-4a98-9379-2e551ecf73e9 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.615934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.828526Z digest=sha256:3737dd86af3798e3d8f4bcd76c16c8cb225643c145c193049a46c421b0d25e6d

Observation 4b34defd-cc72-4818-94f5-3d0c663165d4 · outbound

This paper cites Wolfe Ph.D.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Wolfe Ph.D

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:51.601269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.833320Z digest=sha256:71a463615c6cba299a8a2c460c9972151525d906be115608845023548691892e

Observation 42fa77d3-04f9-478c-89dc-2f12d54709d4 · outbound

This paper cites Salimans T.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Salimans T

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T20:57:51.585657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.838432Z digest=sha256:c80af1605d4ae364019fcfacf713e03ff9ccc61691d55d2d8c5b61f7c5594515

Observation cf34e52b-14a6-4f8e-8549-dd894b7b3411 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.569262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.843455Z digest=sha256:dbcfe903b3893b0fff761dca7997cc1bb417b741fda5d17ead55dc99433b7297

Observation 26a5342b-beb7-4ac6-9dbf-20de0cf4b788 · outbound

This paper cites Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.848727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.848727Z digest=sha256:18bb13e67e5d8883285c9124d5416dbfc0c7204669fb067e4232d85823754350

Observation 5ab78783-bdbe-432f-bdba-e4b3674856db · outbound

This paper cites Roumeliotis and Nikolaos D.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Roumeliotis and Nikolaos D

Reference 64

Resolution
malformed identifier
raw_fallback, observed 2026-08-12T20:57:51.553567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.853579Z digest=sha256:9d8ec79fc7a8b835c0530177979fa47cfe1e9a25bb0a24d61c4ca1cf3b17676f

Observation 5bcba183-a5c3-4b51-9c53-f90396a2fa16 · outbound

This paper cites GitHub Copilot: the perfect Code compLeeter?.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GitHub Copilot: the perfect Code compLeeter?

Reference 65

Resolution
verified exact
local_arxiv, observed 2026-08-12T20:57:50.989142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.857923Z digest=sha256:2797349712bb0405a6331e8e4480a43da7c0f36916f2bbec20fd3abd57e519e5

Observation 3541a894-97f0-48b1-b3ee-f11a9d6a099c · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini: A Family of Highly Capable Multimodal Models

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.862202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.862202Z digest=sha256:52e5a0ecaef5c30a6393308dfc0c3cddf6ba2b22d61cc2a733226b23a679577d

Observation 5e7742b7-9300-4d9a-b83c-7f7a51bc41e7 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.539653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.866550Z digest=sha256:598eb14ba3797d5cbfac734b21b52d86675f5c5ff0ce13867e98c479c4d40e6a

Observation 2d884b49-e73a-4862-bc72-74367866e6f1 · outbound

This paper cites Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.870810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.870810Z digest=sha256:77d6262472e217185fdecc3eeee8dbed4eeda312b1292e77b78f6de581ba08ed

Observation 3744f759-9b55-4470-b6b2-b9bac4f38318 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.525581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.875783Z digest=sha256:f4278980c6c9f5327a381c42e23df26ae3e1d07e86431208a3ece72e6fd3f853

Observation c5a8927e-4089-478c-8ad7-11d47cb1efa1 · outbound

This paper cites Introduction to Transformers: an NLP Perspective.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Introduction to Transformers: an NLP Perspective

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.880102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.880102Z digest=sha256:d37ee4ed3b98255d38419e9c39dabe753b027449e5d62516cb413d22cabbafc5

Observation 53faf2f4-814f-4633-af0f-f15656ac70b5 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.885165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.885165Z digest=sha256:b6ccf6d87594e601b2159bb775217359ccddc4392454f38fac51de65bccee42b

Observation 04c88cca-4eb3-4440-9c6d-62e78d1506e3 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.890099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.890099Z digest=sha256:9955f9f9fb476f9ee402a4c56f41009f794ae1deb33b231343ce917867e73f3b

Observation aafb9cb9-a137-4492-a715-09ca15dc894f · outbound

This paper cites NaturalCodeBench: Examining Coding Performance Mismatch on HumanEval and Natural User Prompts.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers NaturalCodeBench: Examining Coding Performance Mismatch on HumanEval and Natural User Prompts

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-12T20:57:50.895064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T20:57:50.895064Z digest=sha256:6ecf5f6b74797cca375d1cfb8c684c9fb8c13194692b5d29017064bf6c549128

Observation 62d08821-d9e7-4182-be84-90343cc89e21 · outbound

This paper cites an unresolved cited work.

Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-12T20:57:51.511780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-12T20:57:50.900250Z digest=sha256:5055167ea662086feb2d7c51f472f2d5cac1422a66699b61827a8d706f8dc875

Pith citing papers

Observation 5049502f-d2cb-4544-931f-5951586cdc74 · inbound

Can Large Language Models Improve SE Active Learning via Warm-Starts? cites this paper.

Can Large Language Models Improve SE Active Learning via Warm-Starts? Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-10T23:05:01.522603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:05:01.522603Z digest=sha256:9cf9f378e21483be674b5120767f517cdb5180d5200903d6c65f4380baf8a14a

Observation a711d792-f369-4a37-b1be-d138eaf3376e · inbound

Behavioral Augmentation of UML Class Diagrams: An Empirical Study of Large Language Models for Method Generation cites this paper.

Behavioral Augmentation of UML Class Diagrams: An Empirical Study of Large Language Models for Method Generation Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T12:02:51.476075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:02:51.476075Z digest=sha256:0dad21366c6603f2ced639462e2f13daf1e2e523bb136c3f68e7e497f37aac86

Observation e4a569f8-dd55-4550-a613-b0295efa5309 · inbound

Software Reuse in the Generative AI Era: From Cargo Cult Towards AI Native Software Engineering cites this paper.

Software Reuse in the Generative AI Era: From Cargo Cult Towards AI Native Software Engineering Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T23:26:29.880621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:29.880621Z digest=sha256:b47f90cae3a57e22514a6e29ce293ed3d8599b9d5a8f8db63d4b344d6058a400

Observation 6b90a4a2-f2f7-499b-a985-a59f4be0b0a1 · inbound

A Real-Time, Self-Tuning Moderator Framework for Adversarial Prompt Detection cites this paper.

A Real-Time, Self-Tuning Moderator Framework for Adversarial Prompt Detection Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:24:24.102705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T22:24:23.344893Z digest=sha256:0669c9b0e31f8d212aba25d2ceec6c3694c8b3f6b009edbdd792645d74f9b505