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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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.887669Z digest=sha256:3a02196b1a45dba05a3735cd58369a3671df760a12c242ef60f50c70bd3508eb

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=sha256:1ec3255307828d3615d34596fe66c96170cedd0001d5413a7a3aea8325d28da2

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=sha256:75d9e175e3bbc5daab3cf683cd8e222810567a0d6c117c64f3ce7f056ea3be15

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.915288Z digest=sha256:65ccc7d7f6768b1dfc63e9246ac5a932a543e1fee6af1b242d64ff8962e4131e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.920953Z digest=sha256:64b62d4c0d84c5cc00fb0fe8f2c55cb1de452889f1c7f791b76c0b003047221a

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.934826Z digest=sha256:9ecf3de39e49f45de355dc1b57e64cf1c4753e92f524829d266905bd0dbfec2e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.943259Z digest=sha256:36380b911aec4cac1c0a6ec472dea0a491c77267d9522c75756779999903b657

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:33.953269Z digest=sha256:542b074047d371be47358c1f4deb808413e8bbebc010372222a93aca76e99f67

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.046342Z digest=sha256:5201c13f6536e66635e2c7382e64f2b579c77321e1279b73a2edd4f133874abd

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.110212Z digest=sha256:b09d4e54d2746e5f76c65c804b471fb012d11229b08ffb5dda16bb6ead85885c

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.118916Z digest=sha256:f13cd76fb58e9812f4205e9e60cb02cb1a3b1a8b75b3743c4f6f02eee35453ba

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=sha256:3173d0ef35b6a3c6b965860d4aff2a9fa1d534e2ab12d4be8bf9f427b119c571

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.136126Z digest=sha256:99f9a4581018910712137eafc948561a40bcd23703a10d101890dc8699857f07

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.141014Z digest=sha256:27504bf815f54f22677c04ab393d2f3bc6a544a34bb0663d067dd7584289b8ae

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.155213Z digest=sha256:9e2e716d918538d4bdd4588c56c7dba9efc76065d42a22ebbe1fbb530cd7153d

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.160004Z digest=sha256:551979c16ca17a365e436dc75e74816db39674dfc9de0ab7af9bffb5734ad1d8

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.170073Z digest=sha256:56353fca93f6afded7cac48e9329dfc56827a80696edf7ef9c5a0ddb73bd8eeb

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.181063Z digest=sha256:ea99e54af25ebc80078342d784a38e2145fb88836559e98eb19876682376b37f

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.207652Z digest=sha256:6c6138eb08a47d7349125c58757865d9a95e9ae8012e35480b987333ace0ff2a

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.212341Z digest=sha256:93eacd880c93777ab8c502040347bd6b14b6cb5209c618793043476031bc3b8e

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.225604Z digest=sha256:b9c50e838806cba4828f609a04c52a7995525bce7ba9fd821ec4c13f81b22feb

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.231419Z digest=sha256:cbd5cb34d00904443f7e9747e0bd0e1b33ffa2ac51309422ffc4beed20c88fd6

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.245806Z digest=sha256:767e8f21dca9c59084313a3821b7e964fef84ac53a86dc3e66b782b688bffe22

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.268162Z digest=sha256:cd8a7a60512afe30975064c2ed131686dc259fe4bd610324080fc7396ff1930b

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.290496Z digest=sha256:2c0ff55e9751dc8adad5df2bc6b4dc7d3aa4e5962c59b0448f2456c0a90e5ebc

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.300960Z digest=sha256:fbca038f0610b756930043e3a5de427e80251d66ef2c470bfb1158f4b857ac55

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.312433Z digest=sha256:4ef78bc99b557229592f49bca85a0115c840fb989cdc9462d688bf3a74ced6ce

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=sha256:333449d1d529b7e1e18f4a8b0500fbd441d41e42e2d3e61d6fad816726e444a2

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.337441Z digest=sha256:a21b3236170a7807bde25f78b9d7d05bcd5b31d9bfa10f316fb56731573dd5bb

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:a8950d807223caba36f9006e2fc5f3c62e79e08c5e1d0c58962825e73360e2fd

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=sha256:70737d56a1e77d23575f915f91ff7937490b564d4dbc38b362101806e6836150

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=sha256:862d9dc6a019658eda6239b4da0cf5c13ec2ae69eb670283174ac57805cd4b34

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.384760Z digest=sha256:a81bdebca77749ce992aada2a032377f0f63d19c33a1619cad06850eb4930add

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:f6ed1c6d98d8519ef285fe53a36ade2626f0e0a870b501d0c36544aa2c3a30eb

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.402707Z digest=sha256:9b8c0d287586ea1d3183c97f4ec4076cb61b0e17c850d060313943062ceefee3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.411025Z digest=sha256:380d9287c4494753a675c40bfb0ed99d703ad1f3858224898610dca58eef2d3b

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=sha256:601ff2c8dd1d6aee8c5fb3567906d339e90c19d1535b4eada58b056f1dc33551

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:eb4ee8de10731b8f725cd6e0e0301d91155cbc57fc333963ff0e36b320e472f9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.445690Z digest=sha256:64580b968ed221c185a9981fddb80c3264c1768b32c45c714b664fb1b6d24a96

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.451693Z digest=sha256:6d6a531cbd4e038ca9a781015fc5f13f6066dd7ce262996c5104b570c4e105f9

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.457132Z digest=sha256:0feb2bcfa755fb3a54f9f8b87602ff5ce72a1b1ff88a5a56c97ebb15e8a2a425

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.471455Z digest=sha256:801c1a1c54ed4a8fbedef51753df7886aaf0510f885d5fb013b9cbfe22d7dcab

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.480358Z digest=sha256:fb0356a0ff9d19f868f882ca8441f1607c90eee8a07dca1aa8ff750ef4c57005

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=sha256:27c556f158255737c73ba5355e2b3d11a597a56d54c6b1995858eb8ce26ca2a7

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=sha256:5ace7e95f34793251023fb53de4a60386812dd39e59e012c3c342be7b5a1c318

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.503585Z digest=sha256:360a1877bf7f5011b91195059713f6463237d4ce20b4e8de7cb9fc27cc540188

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=sha256:97c31bf0658e1ae917e6009a1df0c87bdc1ae05973097afe021892b509503efe

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=sha256:0b6d7025bc876a1935ad5bec3fc4f52143eadfea00781e09ed65442f5a90cb7f

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=sha256:10bcb47c1520b4c4814373cf753040f86f56d4c2f3b686dd1ca2bfe73f3118c8

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=sha256:743fb2fe3fd5397c4e6a9d02fcb1ce9cf2b9aadb8ab4ae440ea3b4e38f947701

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:e59c010ca02decd815434e74503af0853965c1d07c469f9631fa648b1a24d72f

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=sha256:552c1736b1d0a751093ee67adc3e0db014076a06750d6b1281606b860c9512d9

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:b4a1ea69303428c010ac8d93b29546e6ca33e68a31be630f41fcbb66b024bed5

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=sha256:8bbfda9f950ad6d351f94f0b9e4bcd589648a883b9cea3e89410d8089264bf4c

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=sha256:43a7ae9e7c1739a6a31c5640f27fe0640809d186576553cb2b3d905e230e03a8

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:b97e7319b7212dd8f204c45ec53edacbc9dc988a20d3348298b89089ad440b54

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:d3ffe2e409dcf0918758279cd9452584d26a89ad4306c97948bd83236f3e25c2

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.640079Z digest=sha256:b5383e4b779a600a131cbec82c7af388a5c3ccb62fb0ffc78378eba512bf12a7

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.651759Z digest=sha256:f5d022ca6a08258d34c0d2ddc9d5ca794e57005e83817ea06f528c138423e2d0

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=sha256:32287037cf91ec5389ec635e524594a9a80bada395a849d769faac401a4f29ab

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.671587Z digest=sha256:2e62995e379b709f1e47de747d81e6ff870fcc1aceaa9191c6622fd6a4f666c2

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=sha256:57d0e7135b7b970a699887096fd6c91bb855fe787fe6439941d1be8eb6aa0d43

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.688752Z digest=sha256:28cdadf14a7dc7e586e4624118f820872e69e686ea0f165f8ddc37eaa31851a3

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.693748Z digest=sha256:3bb392e5b2b4f9eca7172a869e8da92a851b8464a77bc7d2a3c301324c54c9fb

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:b09e6d225e487b5542239730b824e36ccd101d54b3abdf9dd13e8b418b113748

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:af984cc682ba4a01a537ad3b750e2968853ccfdfbd13b65c00abe31e8153c0d8

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=sha256:79484243a691fbbc4ed86453af003cb3799ff0d2b4567b9df10dca2182032df9

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=sha256:602ab896b681b27a95b309d7677d75c364134d0adb11b73e4239e9d927a06fc8

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T18:56:34.729464Z digest=sha256:02a8bd6d60a940f9ccac154fa3d3b9e4c70c0aa0bd652ee15a4ee3c1e1fba313

Pith citing papers

No inbound Pith citation observations are available.