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Paper Citation Record · LEDGER

LangChoiceBench: Measuring and Explaining Programming-Language Choice in LLMs

As of 15 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 2026-08-14T06:32:32.682623+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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.887669Z digest=sha256:8ea8c455071e5aab30845ea07be06e21701eef3758a8f4f08b8e15d6c9c5f25b

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:ac95ff287f20952ee58c96ebb3383932f7725ea03cda241766250214e889820e

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:aaebd2813ec89c22df1501094e0d4fc58b70762eee2e3931083e847cb82250de

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.915288Z digest=sha256:9a4f191381595aa0ac899068d020074a2d6e97609a5da77203c94e5668bd4298

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.920953Z digest=sha256:1b69f1c86cef5814814f0c70cd748a7bc29a4729bdc5e7f29a4683d0471c242a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.934826Z digest=sha256:13340851b0f573b07edda2ae17a3b386431726c2c84af12a94eb05effcadf440

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.943259Z digest=sha256:cd2992668e0ec4d733e22816178f837246da72fa0a8ecd0bd9fd1280d6482909

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.953269Z digest=sha256:1d8fa3fd62cbcf51750f1a406b1f2f030ca20a7f72fd96c9ba9ed422b21c5997

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.046342Z digest=sha256:20ac658c08bbae04b0b516e458fdf17c0208af1fc783aa541b0521532a4e799d

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.110212Z digest=sha256:9b0f4c40f85b97f208bee442fdf16a265941be05f6aa62a9d727cb28a32ad200

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.118916Z digest=sha256:37f904cd34737805eeecff49a4a9dbbef3c1961703546e7b260a896f74edaa5c

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=sha256:976a37dd8dcad5e8fd34419d3b3b1b70095f4dba1146984db2c76fc6722cb756

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.136126Z digest=sha256:cc2aa260cf122984019bb78f5b1d59e92728895b702a971550a35c201dc1a1d0

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.141014Z digest=sha256:80e01f1fd85cfe507e85759ca08aa8318e9b459daf063ace16b6312b0461a5a6

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.155213Z digest=sha256:01ebf52ea47ef39e88a8c2d0540f6d48dde6789c54ac0b03bec2e1c53134d0a5

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.160004Z digest=sha256:495a3900ae2f505c6639dffd4ae0d667fb97ebd37ffbf7332b60a8b4d137b9ac

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.170073Z digest=sha256:2ace099c8e0c62ee5840e0c30d20d6c9edaa6e8ae0ee1fc436d76dc4a831cb08

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.181063Z digest=sha256:8cb98764ba893947ebae34ad5809af6106148f2bd711cf7043b6f66095e3fb21

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.207652Z digest=sha256:f90bc4df381aa4a3d1bfd60ee183f98371977b70422bc1221d53147b178b810b

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.212341Z digest=sha256:1e128cec29df3bef3c08dcbe268af402b80bbe779660442608dcade6b15dae1a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.225604Z digest=sha256:610f299baa781798ba904383f3e923930027235f2a8249e2d59103d3265e1fa1

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.231419Z digest=sha256:109cbb0061621ce445dec6bfca2dcb576ec7c8a5487ecde35c6d01cde4fe837a

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.245806Z digest=sha256:d8ad7bd14c468dfae4d50f92983cb6146f8326ddcdde12e9ae4d01ac7e802f46

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.268162Z digest=sha256:2a6f4012482eed014d96a302bc75adbd80b98e670894747c29ff07905e1d18bd

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.290496Z digest=sha256:c5e3a5fe1e83d753e96f7b6a62092b016955939599b7bc06f7872c62a98eb853

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.300960Z digest=sha256:cbcb07da0c93ad2ac9dc45c3ed1e39872cc5d6a8a051c72ed23ba7459c08be7f

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.312433Z digest=sha256:6093bd16ea72ea97f1f7c0fcc83dcf3c232769f436d06c2a2f82b708ada3fc8e

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:a26c9e30ee7cfb75a52367232988f739262d8055e4ef936c9bc1ae1ea2355de2

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.337441Z digest=sha256:51533899d5075db71f6612e3a616328e26b795f24f7b90e9e00553570aa13706

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=sha256:0192e74f03061480943681ceab2554af87b5d14fa9a2b3a14aa83cf72be67a56

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=sha256:101ea7c2b11807c8b5ecfe3b331739088cd6ea4e9de8a758b0769ab5b7939af9

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:cc5ba7d5b4c2a2d978b2b1489890d077a810c0aeba524771759ce4d2722fc1da

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.384760Z digest=sha256:7ae5e8c4c8e3d3837680b3b145b97f742f8b36a9b2dab0bfc31aa89fb2e6292b

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:ae8f63f697de181390f7828f8e5753f186d5a300e9f7ac050fda6045b13cdfa4

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.402707Z digest=sha256:1048712c883b35e8dccb64fa6dd67b9835e90af29200936dcf7ba4a8fc2a3877

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.411025Z digest=sha256:e10b5d8818874d6477f5839bd199b8c30cb196a2e04ba93e555cd12bc859d653

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=sha256:404690093b1950d53a2631db034d69943862fa9c5534712aef95b2dae767c867

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:e7f444198457d3e6e4c82d3af65f46f4bce05192f1c1cfa46e3d7b166ceb5900

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.445690Z digest=sha256:74ac68b0ca5c2aac5c7f54cb5dad843b49711824e17a406a7a92e4fc1c91a681

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.451693Z digest=sha256:7ed1f44580822733e4c084623f173c9e84e6acaefb8d1c4e7ca5bc451dedc3da

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.457132Z digest=sha256:c484e7c0458e863cfc736677f86ae927877345e6f3674629b17ea3a16ee5a6fd

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.471455Z digest=sha256:49128e157dfc8e648b5e49f89e5e4af345a2ef5c9acb5a0803cd37d4f8c0fc9f

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.480358Z digest=sha256:af3175413509d7636fc21971cd75ac90a838eab36c129301a79e45bb047d84d9

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=sha256:0b185dde5d95f964207e61820e3deedc78d07c7817c60dd6f122d5c9d4e0eafa

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=sha256:384d1940543e8e0998914e1aba0b0fff374328b7af765d1ad829bee15802af0c

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.503585Z digest=sha256:b9f0e5d68d56d238d811e031fba0e096aec4deecebb2791691b239ebf9148364

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=sha256:35b6ecfa6f9b0751e78ca22f64dab49b24058130124dcfc3116e5d7d6407bd0d

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:ceb9508010e1f34f935cf8de204e5b84592520b027126f098cd26a04becb31d4

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=sha256:3d68a36d21b5f82fef8ad9833258d353c37310674617a82176830629ecd3e43e

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=sha256:5982afec057ce772b4e9d80aaef25ada2c4526712ab3ef209ceac9fb6d3a2036

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:ac90a4ec518282808bb765c397add62e8ad807cffb213fa8e2534cbacb646ce3

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=sha256:4493dd6ff68b9446201f6d03356dd4d0fd758e036100331eac16bdbec34c059a

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=sha256:7f41a3553dfe5a2adde86298cbc3231297ca7667c2afdecdc4e0b8b7211f4c7b

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:d2fab496d560d79e3ca33243c98df100ce47f63a006c48e4aa72829398cf6dd3

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:ef7871a0e3fd7bf328fca2c93e4b30c11e134772579c93f0b88416866f359d73

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=sha256:60898996984100eb9f2c301aa5cedf0286301e83f4fd99ca2b73517cd23916ff

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:b6908e4d4e63f66e7666c54dda6c8ae2f904e44d65fe2f621a7c9c063423b8e6

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.640079Z digest=sha256:4b36640eafbbf4cddd5f8e174dd21d991e6c6ce7baf43bcb3e9f2a6be4d6ac34

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.651759Z digest=sha256:0981e8478f6f480f3e62db1fd42eeeb76bd332f23ec4cc50b97192868be322b3

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=sha256:4626b9f2e98fc3d13f947d75dde8ffb77628b014f8dbec8c16bbab6b11c70bae

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.671587Z digest=sha256:2e4a64ca8c5f4ad182a3dfc21f2bc863db29ba15035ffaff4ff8a386cce0c859

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:d66a37e3594a5bb1901c628c0148b09f71b3fed38420cb335b667c0b9ff55c54

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.688752Z digest=sha256:c7eee5418386077cadcf7272078113baf9a3624982d66a5497358069c60f75b6

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.693748Z digest=sha256:2adc0e0e619e7998d5ae3e2d1f0d10f2f64327b2ae536490a597dc06cc4fe178

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:af446706b7c5ba17ef57894967271971020a16372ca459de394f57330c43fcf6

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:ec203a964121f08779895141edbd6eb9b2b23fa8feb981453a8858cce588ede6

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=sha256:7a71980a7ee0f2137a584a715f77c15ecdb23a479a1b2c819f449f097f9719d8

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:f295d34bc7dd00f431376d0c7e3a081ab4db1ce5c530ed0b6ea057c2ecaaeca1

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 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.729464Z digest=sha256:2f17e81a11b107f614831439ecbb7cabaddbdda074a00ae9817be8b686c5d171

Pith citing papers

No inbound Pith citation observations are available.