Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:57:50.900250Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T20:57:50.900250Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T23:05:01.522603Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T22:24:24.099457Z
74 of 74 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 85d51821-4b04-4754-9a7e-65346c83d4c1 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers About GitHub Copilot Individual
Reference 1
Source-reported events for the cited work
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Observation 5b856882-0ef2-4d4d-b9be-f5bdf58f6c5b · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Build with the Gemini API
Reference 2
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.
Observation 6d0173aa-f2e9-4ebf-b205-a32cc653d087 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers ChatGPT vs
Reference 3
Source-reported events for the cited work
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Observation af44bc79-8dcc-423f-af7d-6c7a8e99a5c4 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 4
Source-reported events for the cited work
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Observation 4638cbda-6c78-4e97-9dc6-e535e37b6bd1 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Code and debug with Bard
Reference 5
Source-reported events for the cited work
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Observation 392acf30-4b65-4dfb-b00e-70171f337702 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Competitive programming with AlphaCode
Reference 6
Source-reported events for the cited work
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Observation eccb9171-2351-4fb6-b831-23591aaa037f · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini - Google DeepMind
Reference 7
Source-reported events for the cited work
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Observation 994032b3-1b58-4326-b426-8dd3534247b3 · outbound
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
Source-reported events for the cited work
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Observation c03d2faf-7dfd-447d-bf9c-f5ac67ee0609 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Getting started with GitHub Copilot
Reference 9
Source-reported events for the cited work
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Observation 0ec17a7c-a7fb-45f6-8e43-db4b220194d7 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GitHub Copilot vs
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Source-reported events for the cited work
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Observation 19be52fa-09d0-46d2-9840-e8de637c3390 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GPT-3.5 model architecture
Reference 11
Source-reported events for the cited work
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Observation c0073a7f-7403-48d8-82c0-7e956b2d3504 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Models comparison: OpenAI documentation
Reference 12
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.
Observation c88e6b4e-ba2e-4093-bc78-177ad03b9699 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers PLM, ChatGPT, and Large Language Model Thoughts
Reference 13
Source-reported events for the cited work
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Observation 7e8af107-30c7-41a4-a337-697295cbc37c · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The purpose, benefits, and downsides of GitHub Copilot | Proxify.io
Reference 14
Source-reported events for the cited work
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Observation c3051e62-3d27-4bfd-9b69-94f38b3cec1b · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Quickstart for GitHub Copilot
Reference 15
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.
Observation 99e55d42-da04-46f7-8038-29cd6d457a5e · outbound
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
Source-reported events for the cited work
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Observation d6ce9dcb-4ffa-4e44-b20e-e09d20b4144e · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The transformer architecture | Python
Reference 17
Source-reported events for the cited work
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Observation b699b1df-1557-4655-8d51-56589937ba69 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Understanding Transformers & the Architecture of LLMs
Reference 18
Source-reported events for the cited work
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Observation 6ad00960-a1f3-49d3-b8e9-c0ae9ab2aa6c · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers What Are Large Language Models (LLMs)? | IBM
Reference 19
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.
Observation d05318ad-3cfc-49c9-95a9-050b07dee576 · outbound
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
Source-reported events for the cited work
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Observation 2b8a6d3a-657a-4d29-9e8a-0886d32fb010 · outbound
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
Source-reported events for the cited work
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Observation 221a0e70-bbb4-4254-9894-79e81e67e8f6 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers An In-depth Look at Gemini's Language Abilities
Reference 22
Source-reported events for the cited work
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Observation 6128d412-0ae0-4667-90d9-9f9ab4df5462 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 23
Source-reported events for the cited work
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Observation 924ddcc2-bd79-4a86-9e19-13b0fe2240a4 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation 6a47c689-9e86-4c70-8e33-f6307aca2d4f · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation 00f38255-68d9-4997-8c63-6bf4b67cc43f · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 26
Source-reported events for the cited work
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Observation e008903a-f3fc-46e5-bfe9-12af4e63e0a0 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 27
Source-reported events for the cited work
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Observation accdd8e9-01c8-445f-a537-3e8680af1e44 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 28
Source-reported events for the cited work
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Observation 84d723ac-c2d1-47f2-a64f-a1f618922f2a · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 29
Source-reported events for the cited work
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Observation fba65e33-a0e5-451e-8259-25bb5666c386 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 30
Source-reported events for the cited work
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Observation ba462f3c-a1a7-446d-ac7a-bfa67bfc44e9 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 31
Source-reported events for the cited work
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Observation bc4c50d3-58cd-40e5-bf6e-b440e5cdad25 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 32
Source-reported events for the cited work
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Observation 37ec8b7f-770c-47c6-9bd3-ae0f29e2b0a3 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers So what if ChatGPT wrote it?
Reference 33
Source-reported events for the cited work
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Observation 57f043c0-621c-49df-b635-740756073f6e · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 34
Source-reported events for the cited work
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Observation 894bb761-a181-4d5b-b5bf-bc0d60b14a4f · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 35
Source-reported events for the cited work
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Observation 8d6d1add-4ddc-46ff-9a25-638a551c3026 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 36
Source-reported events for the cited work
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Observation 58848560-6b09-4d05-ae76-36caa59fef28 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 37
Source-reported events for the cited work
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Observation 774be6c1-5626-43ba-9b50-7ea16efdfe54 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 38
Source-reported events for the cited work
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Observation de86d69a-1c8d-4112-a30f-9d087b46ff23 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 39
Source-reported events for the cited work
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Observation 12aebfed-f0c8-48df-a146-1c64f7fd386c · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation 8463dcb5-eb70-4546-be48-22e444efea35 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 41
Source-reported events for the cited work
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Observation 8700d098-ffd5-45ee-a501-d38bb4933f3b · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 42
Source-reported events for the cited work
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Observation 55396759-a664-4729-8782-685d295057ea · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Copyright Violations and Large Language Models
Reference 43
Source-reported events for the cited work
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Observation 3a8f23ba-c036-419a-a50e-893f0629e9a1 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers The Pursuit of Fairness in Artificial Intelligence Models: A Survey
Reference 44
Source-reported events for the cited work
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Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 45
Source-reported events for the cited work
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Observation ccbb9739-04c8-4db7-94f5-28d405140afe · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 46
Source-reported events for the cited work
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Observation f2e29dfc-1cc0-4108-8aee-84ffa05698c1 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 47
Source-reported events for the cited work
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Observation 38f95d05-830d-4327-bc69-a8da86da82d8 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 48
Source-reported events for the cited work
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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
Source-reported events for the cited work
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Observation c1403d50-ceb8-4034-a5d4-d4c983cd1e93 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 50
Source-reported events for the cited work
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Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 51
Source-reported events for the cited work
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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
Source-reported events for the cited work
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Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 53
Source-reported events for the cited work
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Observation ffc44dc4-680d-423e-ac7f-bed0f908d2cf · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 54
Source-reported events for the cited work
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Observation 956d8d3c-f6d9-4d29-96f5-fa49c9922e35 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 55
Source-reported events for the cited work
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Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 56
Source-reported events for the cited work
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Observation b01ec387-c2c5-452e-86f6-ef8224178a0a · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GPT-4 Technical Report
Reference 57
Source-reported events for the cited work
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Observation 7d54b44e-ca89-44fc-a97c-268976e4f494 · outbound
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
Source-reported events for the cited work
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Observation 709054c3-7b81-4a98-9379-2e551ecf73e9 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 59
Source-reported events for the cited work
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Observation 4b34defd-cc72-4818-94f5-3d0c663165d4 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Wolfe Ph.D
Reference 60
Source-reported events for the cited work
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Observation 42fa77d3-04f9-478c-89dc-2f12d54709d4 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Salimans T
Reference 61
Source-reported events for the cited work
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Observation cf34e52b-14a6-4f8e-8549-dd894b7b3411 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 62
Source-reported events for the cited work
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Observation 26a5342b-beb7-4ac6-9dbf-20de0cf4b788 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering
Reference 63
Source-reported events for the cited work
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Observation 5ab78783-bdbe-432f-bdba-e4b3674856db · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Roumeliotis and Nikolaos D
Reference 64
Source-reported events for the cited work
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Observation 5bcba183-a5c3-4b51-9c53-f90396a2fa16 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers GitHub Copilot: the perfect Code compLeeter?
Reference 65
Source-reported events for the cited work
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Observation 3541a894-97f0-48b1-b3ee-f11a9d6a099c · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Gemini: A Family of Highly Capable Multimodal Models
Reference 66
Source-reported events for the cited work
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Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 67
Source-reported events for the cited work
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Observation 2d884b49-e73a-4862-bc72-74367866e6f1 · outbound
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Reference 68
Source-reported events for the cited work
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Observation 3744f759-9b55-4470-b6b2-b9bac4f38318 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 69
Source-reported events for the cited work
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Observation c5a8927e-4089-478c-8ad7-11d47cb1efa1 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Introduction to Transformers: an NLP Perspective
Reference 70
Source-reported events for the cited work
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Observation 53faf2f4-814f-4633-af0f-f15656ac70b5 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 71
Source-reported events for the cited work
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Observation 04c88cca-4eb3-4440-9c6d-62e78d1506e3 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 72
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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
Source-reported events for the cited work
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Observation 62d08821-d9e7-4182-be84-90343cc89e21 · outbound
Programming with AI: Evaluating ChatGPT, Gemini, AlphaCode, and GitHub Copilot for Programmers Unresolved cited work
Reference 74
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.
Observation 5049502f-d2cb-4544-931f-5951586cdc74 · inbound
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
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Observation a711d792-f369-4a37-b1be-d138eaf3376e · inbound
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
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Observation e4a569f8-dd55-4550-a613-b0295efa5309 · inbound
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
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Observation 6b90a4a2-f2f7-499b-a985-a59f4be0b0a1 · inbound
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
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.