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Paper Citation Record · LEDGER

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs

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.

pith.paper-citation-record.v1
2608.06041 v1

Coverage vector

measured 69 of 69 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T18:56:34.729464Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

69 of 69 outbound references displayed

  • verified exact9
  • verified fuzzy16
  • unresolved41
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ccd3c621-81d7-4923-9f11-ed3ca5b088b4 · outbound

This paper cites and Harman, Mark and Syme, Don and Noppen, Joost and Yannakoudakis, Helen and Nauck, Detlef , booktitle =.

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

Resolution
verified exact
doi, observed 2026-08-07T18:56:36.070018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.887669Z digest=sha256:8f35d696d89d35c0152f2f237c3963674d905f61daf60084343d1996b8dc005c

Observation 70749ecc-f40e-4a18-bc8b-f8c3491436c7 · outbound

This paper cites Studying How Configurations Impact Code Generation in LLMs: the Case of ChatGPT.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Studying How Configurations Impact Code Generation in LLMs: the Case of ChatGPT

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:33.898465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:33.898465Z digest=sha256:645779b50bdbd56c89c2a9aede0a1b697d4a922c99e3d654e7a648b19732d73b

Observation 87a5e866-0e49-40de-a2d0-95e15b2fd17e · outbound

This paper cites and Harman, Mark and Wang, Meng , year = 2025, month = jan, journal =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Harman, Mark and Wang, Meng , year = 2025, month = jan, journal =

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:33.907149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:33.907149Z digest=sha256:996248d5151d219dbe69d7e6040399017d1b306d9635cb88262c65504a1649fa

Observation 6d812e72-f7ba-4bf3-b072-c2975c8701c0 · outbound

This paper cites Spearman.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Spearman

Reference 4

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.957772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.915288Z digest=sha256:6ed9064d855fbd316c975ab530fcaf71946e9b15d06394307a9434f7f83b78ac

Observation 5b074ffd-6299-41c1-b7df-4de2b681bd29 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:39.359589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.920953Z digest=sha256:c89af2e7b880944d146b916d9f3d3b21b4f52c3abb7c8796f17eebfc802c794a

Observation d922a769-4ec1-4137-bb2a-4a1f1f448b49 · outbound

This paper cites Android's.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Android's

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.965594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.934826Z digest=sha256:9fa79d7a45d919b9c3dd4435597b56b75383e0cd67f997cb04f16a803c5fac13

Observation 0c94493e-22df-4c81-978f-c1cb7fd69515 · outbound

This paper cites C++ Design Patterns for Low-latency Applications Including High-frequency Trading.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs C++ Design Patterns for Low-latency Applications Including High-frequency Trading

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-07T18:56:35.904612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.943259Z digest=sha256:5c9a0985fe4882e34855791cca6b73ed461af87a217f0efdae5667f00faf0705

Observation 1ef107de-838f-4ed4-be78-74cf91c391ed · outbound

This paper cites Embedded.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Embedded

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.929358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.953269Z digest=sha256:d7537691fd30bbb5bf507c5b8b450c18de09db9cfc8f02045dcfd92dcd4d2ea7

Observation 8258175b-8586-4a8a-81dc-0ca0abde6efd · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.885469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.046342Z digest=sha256:22f626f79728fe47d30ba6d0d780623aba0aeff4cb147b8f74e2aff6738994e4

Observation ce5716c8-e3b0-45cb-93e3-e883cec01b58 · outbound

This paper cites Apple Developer , urldate =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Apple Developer , urldate =

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.846801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.110212Z digest=sha256:64b4b9c36ddf6e13df6861899f50a3027fd650d348da75fcf5ede866b7891e5c

Observation c707f7d2-5e16-468e-b26e-6457b2d3711d · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.812983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.118916Z digest=sha256:7fa21e25de83f47b96fd8b341111c16a6fd4eb7a7027874532d55af4b3d51f5c

Observation 79c63217-58a2-4d01-a62a-a4d03c083d03 · outbound

This paper cites A Memory Footprint Optimization Framework for.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs A Memory Footprint Optimization Framework for

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.128666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.128666Z digest=sha256:4256ebf8645406805e81eb3a4a0ea3e4dadfb142a0978e9676c6670eea0bfbc9

Observation 6d0ed373-ff69-4826-b9c8-da09d781b4cc · outbound

This paper cites The Cloudflare Blog , urldate =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs The Cloudflare Blog , urldate =

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.786585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.136126Z digest=sha256:efd990b558dd02b12db1fe5621e981cc71db157b5e1b9972b00984ca26a68ac7

Observation d4dc53a6-484f-42a2-a36d-12db6b2c1e18 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.742663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.141014Z digest=sha256:7df9c68e7a7acfb0283fd65053e8f19f5e47253231a93a8c55af86db37d77d8a

Observation 9e6224af-a53c-4014-a361-5983cb2013ec · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 15

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T18:56:38.682492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.155213Z digest=sha256:2c32acbf10b3b246a46c7b4ca3d87ebfcc54f919f4560f5701eba927d3e12eb8

Observation 3ab41dc6-b484-4b7e-ace2-128c88ebe53b · outbound

This paper cites Programming with.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Programming with

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.653199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.160004Z digest=sha256:aca5f3b35fadf3e7c909b86f72e7f23d2aa387120fa8bc2b016a4b3d9055a32d

Observation a756751a-03bc-4d49-b69c-f79da77f3d6c · outbound

This paper cites Scripting in.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Scripting in

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.621175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.170073Z digest=sha256:69a8e3b73eaaa43f06a6512d1c8644ec5d194f0268b4c60ff402d1fb58c4d17c

Observation 8f9fb521-4d96-4d2f-b35f-2b2213bf76af · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.585446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.181063Z digest=sha256:0c1fab033568858f428192fd76257c1520b89c744f53879d57fbdd414bceeaab

Observation d9548d4f-aeb3-4f26-9525-9979177f61d2 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.560819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.207652Z digest=sha256:0200c193831f11e928ed6003bf932087c04f820c422195435f1137e7f132ebf3

Observation c93de9a0-caa6-40f1-807f-b1ff9a2c8b52 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 20

Resolution
parse uncertain
raw_fallback, observed 2026-08-07T18:56:38.498714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.212341Z digest=sha256:dc99a82f4887e9ff8a1af2ec69fc8c6b3f0a9b06ab0dc9a731d7f89808f5fb11

Observation 3b52f9ca-035d-4776-8cc2-84cb8fdf236f · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.462558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.225604Z digest=sha256:1891562bf8a779edaa77c4d01354ae48943bef5fd4dbfbacef5c7dd31b3122a8

Observation b54d3512-e9d3-4092-8cf8-43adaf2198fe · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.443079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.231419Z digest=sha256:9487aff402a4a24e05299c6b39eda2c3b06e823218269604c854da8bb1d864f3

Observation ee306e28-719b-4ff6-84d2-b259f5f06be5 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.417218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.245806Z digest=sha256:12be9ed9ba14172e9e8bd81d6d8987fb6162b7335eaa5eb82c54c46a84a0943d

Observation 4b8a90ab-28e9-43ea-8c23-6efb2b1a907d · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 24

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.840209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.268162Z digest=sha256:c7d8ad616875f185370c0575f8ac7f43e8bb21936eaf2e5dab3c7a1c32d6be27

Observation 019c7f2c-8506-45df-95cb-fdf5e732643d · outbound

This paper cites Angular vs.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Angular vs

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.355366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.290496Z digest=sha256:2bec1c61de104fad443d17819fa42a4f56ac59f27590f684a73f696022684413

Observation fa0d562f-a740-41bc-a8bc-1217354ecce6 · outbound

This paper cites Godot Engine documentation , urldate =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Godot Engine documentation , urldate =

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.317959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.300960Z digest=sha256:562b2be560fa5737f77da10b49120ffa34398fc9a424f95383cb7320c52fad20

Observation 350b85c1-eed7-4c3e-aaed-41e76d704970 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 27

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.784332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.312433Z digest=sha256:88f6ee238b6b8f33a71b8bafe03d8f3d3c5fd01b1e379045bd6fb504622ba5a7

Observation fc545ad6-0bd0-4770-9cbc-de58ece133dd · outbound

This paper cites Performance vs.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Performance vs

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.326744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.326744Z digest=sha256:af7f33ef16416736ef72d1c80816291cb684d0ad7eef9db235dc15f566f710ba

Observation 641a6215-2d89-4860-bfd6-d620b080b925 · outbound

This paper cites and Hollenbeck, Celeste and Maj, Petr and Vitek, Olga and Vitek, Jan , year = 2019, month = oct, journal =.

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

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.715026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.337441Z digest=sha256:ad22834fbd0e5d803d0dd5e7dc42ff8f723cebc2232326b77a8f5e5b3f55748c

Observation a38f3a33-0393-43c1-9175-87d6a846c3d9 · outbound

This paper cites Assistance or.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Assistance or

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.354250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.354250Z digest=sha256:2e4a0b5462faa984e7de61361355864fc9b57f847bbf9cf4749946cbdfb9c23c

Observation 52d1b6f9-9847-4da6-85a2-1bf435945c3b · outbound

This paper cites and Bellomo, Stephany and Ozkaya, Ipek and Nord, Robert L.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Bellomo, Stephany and Ozkaya, Ipek and Nord, Robert L

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.363289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.363289Z digest=sha256:55d7436f37c92fd6d3efe06d298b25c692aacb1cc405fae2ad5680a043f0f116

Observation 9263b640-1dda-44cc-b2b3-be17386dd163 · outbound

This paper cites A Survey on Large Language Models for Code Generation.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs A Survey on Large Language Models for Code Generation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.371770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.371770Z digest=sha256:ee79968e1a7bea60646f6b62568c9d7b883e1efdc735fdc66befc8eb217b8636

Observation 18f2737e-c644-4fd2-9c3f-e566eff4c81d · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.277204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.384760Z digest=sha256:e2610d6d44b0dc1b69caa7e8fe1d73036bbac3ff0d9b6d0b1eba1bd093e8be33

Observation 1c4cce65-9e20-406f-8659-255cfa6cab0a · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.393848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.393848Z digest=sha256:33ab2c9f247f4d1f13066620cfa5293f61482bd35495197b039bb89a1ef98b14

Observation 4b53424b-e7e1-44fd-a4a2-9628796e0ee3 · outbound

This paper cites The GitHub Blog , urldate =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs The GitHub Blog , urldate =

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.242769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.402707Z digest=sha256:6588ac5d018a92e174709814e41e4b41c108b2fe32c962778f5b862c8d727cf1

Observation e39e57cd-0af0-441e-bd4b-f44ceb33e28f · outbound

This paper cites , booktitle =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs , booktitle =

Reference 36

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T18:56:37.018871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.411025Z digest=sha256:a34397ac8db31e68e820d8461bfcf11f9736882741dc7ce3f774af67260042c4

Observation 22d68cb0-a7b0-4c4a-9b6a-25b2fd593e80 · outbound

This paper cites Code Reasoning for Software Engineering Tasks: A Survey and A Call to Action.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Code Reasoning for Software Engineering Tasks: A Survey and A Call to Action

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.420237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.420237Z digest=sha256:6848bb015e752387df714b0d70d76750150bbec22be177c3f1a83f62645235f3

Observation 8c0ca17d-1ad6-4d20-bc2d-36fd0d2f0f1d · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.433961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.433961Z digest=sha256:cab469d83aa7da83a91d3efd3162e89a2bc6f15020435896046163f0728af020

Observation b4fbb4f2-4d2e-4158-ab3e-722c55f1b898 · outbound

This paper cites and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik R.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.209093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.445690Z digest=sha256:dc4ec016f2ad9e24b812ee53a714e148ea81b2b0c84cb2198e0a4ca7f5d5bde7

Observation 96275f37-6f5e-400f-8657-3a687c29391c · outbound

This paper cites Vibe Coding: Programming through Conversation with Artificial Intelligence , shorttitle =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Vibe Coding: Programming through Conversation with Artificial Intelligence , shorttitle =

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.137143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.451693Z digest=sha256:6dbf4475b2846e8d0d1012242ee0645fe08d44d710d30d3910f6737a528b055a

Observation f85d28e8-9c8d-4341-ba19-bf50499b732b · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:38.113286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.457132Z digest=sha256:2ab2dbc211127c60c11062f7b52bd4f1400ef926910d6fb3dd1a62f5976c6498

Observation 4d5ec012-0b43-47b2-bbd6-ff9e9295d958 · outbound

This paper cites and Tang, Xiangru and Zhuge, Mingchen and Pan, Jiayi and Song, Yueqi and Li, Bowen and Singh, Jaskirat and Tran, Hoang H.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:38.037239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.471455Z digest=sha256:d727f6bbbf69d8d18e5d6d02af23f4f79f9640ec15b6dfeeb0b9a840fb44186f

Observation aa652476-addf-418d-8dce-e0f1f5c4b3ea · outbound

This paper cites and Wettig, Alexander and Lieret, Kilian and Yao, Shunyu and Narasimhan, Karthik and Press, Ofir , year = 2024, month = dec, series =.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:37.994391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.480358Z digest=sha256:74055232570b8934730aea4b9fe4a1b27cb5f0e33bcfe5a08e410d52b6a91653

Observation c36d428c-303e-40c8-baca-32ab77653a2e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Evaluating Large Language Models Trained on Code

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.488071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.488071Z digest=sha256:e449076e1bba556742f7bac84737aff79af8167499972a591f8174bb4880e574

Observation 641dd668-b46b-40cd-aaed-610d49c2f733 · outbound

This paper cites Security.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Security

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.495989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.495989Z digest=sha256:052d6d15cc06b38bd87dc39ff90cc7690616cdba569e32a4f0c40fb5e5b2771b

Observation ae66d7fc-5434-4b1c-9f4c-c6dd7eaf8267 · outbound

This paper cites doi:10.52202/079017-0367 , urldate =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs doi:10.52202/079017-0367 , urldate =

Reference 46

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.607885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.503585Z digest=sha256:4f1150e46284f35cf7908557256e78961f3611e7df6b68a5e8f3abc8c43803b7

Observation 6c3a342e-ad1f-4e66-b529-44c7e7c85afb · outbound

This paper cites Benchmarks and.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Benchmarks and

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.509622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.509622Z digest=sha256:e194bfd59485b76bcfff00c9676b0533fa5e96f48c4974794206a386a619c145

Observation 0811a6b4-5e82-417c-97a9-c0710ba99d7b · outbound

This paper cites Asleep at the.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Asleep at the

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.514314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.514314Z digest=sha256:59191b288c15a0106e0643f59abd24ec061c444395153b9ca10c929c24549955

Observation acbbf9e7-82ee-4037-9b22-33734cefc67c · outbound

This paper cites Social Bias in LLM-Generated Code: Benchmark and Mitigation.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Social Bias in LLM-Generated Code: Benchmark and Mitigation

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.524018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.524018Z digest=sha256:746361f879b323abf4ac497b61008cd4856345ac8555edf8185b77730a2edcf3

Observation d3ddf068-a724-4cc1-b370-116a11a05dc8 · outbound

This paper cites Proceedings of the.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.536692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.536692Z digest=sha256:b13f82b6c539c092984d208140262665c19f6774966548ac154e430dbe56daa7

Observation aefd7cfa-54ad-4aff-9419-d5abdaf3f61d · outbound

This paper cites Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Library Hallucinations in LLM-Generated Code: A Risk Analysis Grounded in Developer Queries

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.543017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.543017Z digest=sha256:ea2a90ae63146ee0d3aeacf4b58c87cd01c06cb21ad74e486e62cb3f76d1c475

Observation 2aeb07a2-2c5b-4c31-99b7-238fd674bb9c · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.551280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.551280Z digest=sha256:aa34e7297a748deae15db110229ab7ba374253762d81ef8b32feb506622305b6

Observation 922bddda-a259-42e8-a500-37c73d4def1f · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.571719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.571719Z digest=sha256:c9e6bbc5ecd657c3a20de0e3ab022a67d0964caf1f7f3109da1949bb63798bcd

Observation 9f44a4c9-ddd6-4b85-a4cb-3d879129f68a · outbound

This paper cites and Rossi, Ryan A.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs and Rossi, Ryan A

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.588920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.588920Z digest=sha256:bcaad40b9e3eb512d1b779ebf0fe79b6585962b89cad6fdcbae05d162a6e2842

Observation 8ed98f7d-bc32-4161-9f74-7c7765f4d520 · outbound

This paper cites Zhang, Jie and Bu, Qingwen and Xie, Xiaofei and Chen, Junjie and Cui, Heming , year = 2025, month = dec, journal =.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.600036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.600036Z digest=sha256:d48ab7eaf1802ca190cf6e0618449e22f1743d1f53a141d1573e23ebd235977c

Observation 333baf76-0640-41a1-b5ac-6ca5418a40b4 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.613893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.613893Z digest=sha256:b07eee733499c0b5f35878ea127203090c6a85893beb95d4c5c409acebe0e537

Observation c0cb3028-6a07-47e8-a4c8-b1c8640417c6 · outbound

This paper cites Uncovering and Quantifying Social Biases in Code Generation.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Uncovering and Quantifying Social Biases in Code Generation

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.629071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.629071Z digest=sha256:aa6e952c014f148ef270e74a69b139277424cc9747c88c0a5bdde961ca991b45

Observation 8a1e0092-141a-4a09-b1f4-dac06f92f97e · outbound

This paper cites Programming.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Programming

Reference 58

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.244949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.640079Z digest=sha256:4789561de5779098d715aa1521e23e29294a138e1444efd35b04e4481f368655

Observation 0ddd2389-cefe-4b77-8fa5-7832bf6ed33a · outbound

This paper cites Exploring.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Exploring

Reference 59

Resolution
verified exact
doi, observed 2026-08-07T18:56:35.075764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.651759Z digest=sha256:11d7e586377fd5e290285ddc8dfbc3df6b2776d54c40212eb5039edcf13159be

Observation 03fa4521-03c5-4d98-9f34-f578be2eaa6c · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.659475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.659475Z digest=sha256:06abe6c041f059da71bee190c10b5d530332158c97e75500e06e1b53dd7417ae

Observation 76566c96-11be-4f87-a190-a2670aea95a0 · outbound

This paper cites Chain-of-.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Chain-of-

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:37.964314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.671587Z digest=sha256:78eb2e8de9d551669e4e37698d1a752f36610a0f66ba52340fd6f18befbb2946

Observation 73dcc420-d891-4058-b3ad-4c2e502e08d7 · outbound

This paper cites Reasoning Models Don't Always Say What They Think.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Reasoning Models Don't Always Say What They Think

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.680643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.680643Z digest=sha256:7bdc368c96e87b4c6104f6d6987c7c07ae50d09b19e025eaac491487977696b2

Observation fc268fc3-1bfa-4add-a16d-b08ac39163b2 · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T18:56:37.919679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.688752Z digest=sha256:b290603ee095d54e95a75c51d8e20e5a68e10ae404f39ada9c4e9fc1dc43db12

Observation fadd56c7-80cf-4e2e-99d4-6780bceab738 · outbound

This paper cites Proceedings of the 41st.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the 41st

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:37.884323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.693748Z digest=sha256:d3d93d6ffc17c4ecf05872360bffcf73394a5bf0054d1b45d37c40eeb1c0c68c

Observation a6405f68-500f-4442-b840-82a468a88600 · outbound

This paper cites IEEE Transactions on Software Engineering , volume =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs IEEE Transactions on Software Engineering , volume =

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.702160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.702160Z digest=sha256:c11f913ae93076241c25a1b630f58a3b4cfa0d6ce783a4afcedfa67dc2a2e828

Observation b741a94b-3114-4302-b5ae-6c77ddbfcb64 · outbound

This paper cites Findings of the.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Findings of the

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.710783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.710783Z digest=sha256:85c6929010575e40c07d79b3e0f1049149f81ab218d1db5cd3586a31cb0b9cf7

Observation e677ca60-8c80-47ac-a128-a2ccd1504568 · outbound

This paper cites Proceedings of the 29th.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Proceedings of the 29th

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.718354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.718354Z digest=sha256:024db5066e4e3c3c45643a06a28f904ac30f3966d5f594c80d75a9df296feeb9

Observation 71d6497e-601b-4ec7-9aaa-520232191c7b · outbound

This paper cites an unresolved cited work.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Unresolved cited work

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-07T18:56:34.723519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T18:56:34.723519Z digest=sha256:8b9b2d0833a61573c6b1e8b69f0ecbeb8d506e83e70d4463d4675d5d279b1085

Observation 2c3f478c-4a6b-47fa-8117-c1048996e84e · outbound

This paper cites Advances in Neural Information Processing Systems , author =.

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs Advances in Neural Information Processing Systems , author =

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T18:56:37.818768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.729464Z digest=sha256:49f3e5eb2688573061cf64f6c8c65229c2de758a4a204d4ec49c5e2ad1368cc3

Pith citing papers

No inbound Pith citation observations are available.