Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:38:40.318833Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2504.12211.
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 2026-08-16T12:38:40.318833Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ce5b8a7d-ce6c-43f3-beda-27e81905e938 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Beatty and Gordon B
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0c344e08-412e-485f-aef2-135bc465e20b · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8709ff18-e443-4e25-89bc-ce3d2ad577cc · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5a7c1753-63a9-407e-af3c-debd9357c34e · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a4b5bf1a-e6fb-40af-a15d-deea63625bc8 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 006380cf-e0a7-4f93-b663-aa212ba38982 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8091a634-7b87-4c98-8cca-6fc6aee1e5bc · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 906f22a1-3a29-4b7d-8de0-43e933ff05a0 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 83add673-9ec9-4b5d-b911-e853deb3bbc2 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39a1f523-1c60-4127-a3c0-4328e774d535 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7b991b1b-2663-405e-96bf-4355f1abec7f · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4c758bb1-9a32-43fa-89b7-ce7a70d4ef14 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06384a71-0e13-4b38-b9ad-cca23bf20f79 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 58cb1ac5-2a2c-43c6-8463-f9676d44d3ab · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9815736b-f16f-4815-8295-f8b69725c9ce · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 98e6c3c0-5499-4436-ba26-e4496b5583cc · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed828a39-a83e-441a-8c8b-69fa2d77c816 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 29f90700-f0d4-4870-80f0-d52c1c62ac16 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 831ead69-c723-4b0b-a168-7c051b2f073e · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 95429ed0-dce1-4b8a-a0d8-1269997c2451 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools How much does AI impact development speed? An enterprise-based randomized controlled trial
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6814cadd-8f37-4067-af34-011f79708063 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools The Impact of AI on Developer Productivity: Evidence from GitHub Copilot
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cb62192-e0c0-4c1e-9c80-a3f63b4a82b9 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 307224c9-01c7-4e56-8799-1b3168885240 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 110014b0-c94c-4010-b4ad-1cdd39b8e0a1 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4011d5f-4235-419c-94c7-dbbfb71861ca · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 11fd74b4-cb82-416c-a9a4-63172d72f19c · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c36805f2-15ee-4bef-b0d4-48f785e424be · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation faebb351-0a80-46e2-9ae4-d1e4ccbf64e3 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Agents in Software Engineering: Survey, Landscape, and Vision
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dbf0b08-e2a6-4933-b652-72edd1f7ff3b · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Glassman
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72526743-7053-4ae4-a12f-7c2b2f77e525 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bceff213-5a9a-44f2-9f7f-c60c1c4d2d99 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Gomez, Łukasz Kaiser, and Illia Polosukhin
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d66c343a-ac60-4b7d-bd03-805c254b7ecb · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools In Proceedings of the 35th International Conference on Software Engi- neering and Knowledge Engineering (SEKE2023, Vol
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 083bfd4b-46cc-40a9-a8a5-2663aa0ce776 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fe243b43-290b-476e-9249-5264b7ac0797 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0b7da22b-863e-4147-a44a-824e5d13fd5a · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 8e1b3026-b865-4c0d-bfcd-17c2f816974a · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Table 3: Questions about openness to AI tools Question Source Cog tested? Rationale How favorable is your stance on using AI tools as part of your development workflow?
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f25c84e7-5df4-43b6-aa86-f057c8ff549f · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e7910c41-641e-45dd-8cb5-13b0f3b09032 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools I have security concerns about using AI generation services
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 15cede28-e0fa-4928-85b1-5a49faefd625 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5eb39d9c-b59a-4fb7-9208-a3cf6c347ae6 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 09f242c1-778f-4d0f-a728-e39c17318f95 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 627f6542-1aaa-4889-bad3-7d69ae75e276 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 615fe1b4-24a7-4646-976d-802b52702d5f · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3d07d002-aa0c-4a5a-9234-2b08c3207b28 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 488a4431-7ed9-4b7f-a780-bcaef1b90f1a · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 735b7e9e-7357-4448-bb17-26b44f2bd373 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 60b07836-c275-464c-80b5-74d0b2089b29 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9961b57f-fe11-43a0-a679-46bd462c3d99 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 752279ba-f256-4b3a-809f-d2fc3e489200 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools If you don’t have an opinion about this, please just say so
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 47893c71-8fa4-46c4-a1ac-2fc6eec29bd4 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools AI” and “no AI
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9af7596f-293f-4e5f-a383-2e5ebc67f6e4 · outbound
Creating benchmarkable components to measure the quality ofAI-enhanced developer tools Accessed: 2024-07-10
Reference 2023
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.