Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T18:56:34.729464Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 69 of 69 outbound references and 0 inbound Pith citation observations for arXiv:2608.06041.
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 2026-08-07T18:56:34.729464Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
69 of 69 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ccd3c621-81d7-4923-9f11-ed3ca5b088b4 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Harman, Mark and Syme, Don and Noppen, Joost and Yannakoudakis, Helen and Nauck, Detlef , booktitle =
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 70749ecc-f40e-4a18-bc8b-f8c3491436c7 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Studying How Configurations Impact Code Generation in LLMs: the Case of ChatGPT
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87a5e866-0e49-40de-a2d0-95e15b2fd17e · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Harman, Mark and Wang, Meng , year = 2025, month = jan, journal =
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d812e72-f7ba-4bf3-b072-c2975c8701c0 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Spearman
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5b074ffd-6299-41c1-b7df-4de2b681bd29 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d922a769-4ec1-4137-bb2a-4a1f1f448b49 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Android's
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0c94493e-22df-4c81-978f-c1cb7fd69515 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs C++ Design Patterns for Low-latency Applications Including High-frequency Trading
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1ef107de-838f-4ed4-be78-74cf91c391ed · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Embedded
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8258175b-8586-4a8a-81dc-0ca0abde6efd · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ce5716c8-e3b0-45cb-93e3-e883cec01b58 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Apple Developer , urldate =
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c707f7d2-5e16-468e-b26e-6457b2d3711d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79c63217-58a2-4d01-a62a-a4d03c083d03 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs A Memory Footprint Optimization Framework for
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6d0ed373-ff69-4826-b9c8-da09d781b4cc · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs The Cloudflare Blog , urldate =
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d4dc53a6-484f-42a2-a36d-12db6b2c1e18 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e6224af-a53c-4014-a361-5983cb2013ec · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3ab41dc6-b484-4b7e-ace2-128c88ebe53b · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Programming with
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a756751a-03bc-4d49-b69c-f79da77f3d6c · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Scripting in
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8f9fb521-4d96-4d2f-b35f-2b2213bf76af · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9548d4f-aeb3-4f26-9525-9979177f61d2 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c93de9a0-caa6-40f1-807f-b1ff9a2c8b52 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b52f9ca-035d-4776-8cc2-84cb8fdf236f · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b54d3512-e9d3-4092-8cf8-43adaf2198fe · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ee306e28-719b-4ff6-84d2-b259f5f06be5 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4b8a90ab-28e9-43ea-8c23-6efb2b1a907d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 019c7f2c-8506-45df-95cb-fdf5e732643d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Angular vs
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa0d562f-a740-41bc-a8bc-1217354ecce6 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Godot Engine documentation , urldate =
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 350b85c1-eed7-4c3e-aaed-41e76d704970 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fc545ad6-0bd0-4770-9cbc-de58ece133dd · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Performance vs
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 641a6215-2d89-4860-bfd6-d620b080b925 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Hollenbeck, Celeste and Maj, Petr and Vitek, Olga and Vitek, Jan , year = 2019, month = oct, journal =
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a38f3a33-0393-43c1-9175-87d6a846c3d9 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Assistance or
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52d1b6f9-9847-4da6-85a2-1bf435945c3b · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Bellomo, Stephany and Ozkaya, Ipek and Nord, Robert L
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9263b640-1dda-44cc-b2b3-be17386dd163 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs A Survey on Large Language Models for Code Generation
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18f2737e-c644-4fd2-9c3f-e566eff4c81d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c4cce65-9e20-406f-8659-255cfa6cab0a · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b53424b-e7e1-44fd-a4a2-9628796e0ee3 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs The GitHub Blog , urldate =
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e39e57cd-0af0-441e-bd4b-f44ceb33e28f · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs , booktitle =
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 22d68cb0-a7b0-4c4a-9b6a-25b2fd593e80 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Code Reasoning for Software Engineering Tasks: A Survey and A Call to Action
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c0ca17d-1ad6-4d20-bc2d-36fd0d2f0f1d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4fbb4f2-4d2e-4158-ab3e-722c55f1b898 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik R
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 96275f37-6f5e-400f-8657-3a687c29391c · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Vibe Coding: Programming through Conversation with Artificial Intelligence , shorttitle =
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f85d28e8-9c8d-4341-ba19-bf50499b732b · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4d5ec012-0b43-47b2-bbd6-ff9e9295d958 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Tang, Xiangru and Zhuge, Mingchen and Pan, Jiayi and Song, Yueqi and Li, Bowen and Singh, Jaskirat and Tran, Hoang H
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aa652476-addf-418d-8dce-e0f1f5c4b3ea · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir , year = 2024, month = dec, series =
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c36d428c-303e-40c8-baca-32ab77653a2e · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Evaluating Large Language Models Trained on Code
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 641dd668-b46b-40cd-aaed-610d49c2f733 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Security
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae66d7fc-5434-4b1c-9f4c-c6dd7eaf8267 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs doi:10.52202/079017-0367 , urldate =
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6c3a342e-ad1f-4e66-b529-44c7e7c85afb · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Benchmarks and
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0811a6b4-5e82-417c-97a9-c0710ba99d7b · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Asleep at the
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acbbf9e7-82ee-4037-9b22-33734cefc67c · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Social Bias in LLM-Generated Code: Benchmark and Mitigation
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3ddf068-a724-4cc1-b370-116a11a05dc8 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aefd7cfa-54ad-4aff-9419-d5abdaf3f61d · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2aeb07a2-2c5b-4c31-99b7-238fd674bb9c · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 922bddda-a259-42e8-a500-37c73d4def1f · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f44a4c9-ddd6-4b85-a4cb-3d879129f68a · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Rossi, Ryan A
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ed98f7d-bc32-4161-9f74-7c7765f4d520 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Zhang, Jie and Bu, Qingwen and Xie, Xiaofei and Chen, Junjie and Cui, Heming , year = 2025, month = dec, journal =
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 333baf76-0640-41a1-b5ac-6ca5418a40b4 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0cb3028-6a07-47e8-a4c8-b1c8640417c6 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Uncovering and Quantifying Social Biases in Code Generation
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a1e0092-141a-4a09-b1f4-dac06f92f97e · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Programming
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ddd2389-cefe-4b77-8fa5-7832bf6ed33a · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Exploring
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 03fa4521-03c5-4d98-9f34-f578be2eaa6c · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76566c96-11be-4f87-a190-a2670aea95a0 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Chain-of-
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 73dcc420-d891-4058-b3ad-4c2e502e08d7 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Reasoning Models Don't Always Say What They Think
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc268fc3-1bfa-4add-a16d-b08ac39163b2 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fadd56c7-80cf-4e2e-99d4-6780bceab738 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the 41st
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a6405f68-500f-4442-b840-82a468a88600 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs IEEE Transactions on Software Engineering , volume =
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b741a94b-3114-4302-b5ae-6c77ddbfcb64 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Findings of the
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e677ca60-8c80-47ac-a128-a2ccd1504568 · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the 29th
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71d6497e-601b-4ec7-9aaa-520232191c7b · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c3f478c-4a6b-47fa-8117-c1048996e84e · outbound
LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Advances in Neural Information Processing Systems , author =
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.