Pith. sign in

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:f4cf31e5de87539848c96050a14b7738739c5f6d035525e9e61ffc2b8d2e9da9

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:b6c31b99c563bfe3423f051aeb1f82b6cc7c3f9c76945097916fd83e8f5177ea

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=sha256:33e99b8780c6579bb95a940c2c404467d208733f4e47a9cc841b7dcf321a5a16

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:ed582eb317649ff813cc927eaa749476a692f8cf0b5c8c2ae0bdfa001adcfde5

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=sha256:9921f210e7d173c45d6adc6724054b8f9be8ecc35ab115e25437ff8de62564dd

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=sha256:4b38127c81a9770a1bd7e8043de9f7baa4dbc77b07aba9182337e5c7c5f4172e

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=sha256:5d841027fd940451c6292e143df5b8c47ff3331040b327159c294d30e6214b0a

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=sha256:2af77573d1b7b6df17060c5779b689e0be2cb01d814e602812b5af021220634e

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:b147cd0473640cadaf60223f08f064d3a663889737e2ea2b682bcb9e0d2f4e93

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=sha256:5ef9b3dbf1261fe8fb0fb3eef125518b861d6d119d8591aa1d254531ef0e4613

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:b2462dd3ffe41feaa7591f7a60a7a0d16257daddf57f64fa540993a596aa70f2

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:f3fd39b2c05def816bcd01248150d464da87bc178bb79acfeab8c709300e8416

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=sha256:931ab28b82ed337972aa651b111675283ffeefd1c048fd32824c00cc64b17223

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=sha256:9865bb6308986269c035f9cd589fa239c93c99669e5b9fdcdb5a9205bdadbd8d

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=sha256:1b68d96656e0dd0831ae056be035585a96b503ed198d133f16292b8e0f5ab384

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:fbe48b8554671c0423c7a978b7f746f77f0eaeea282f29d89e6bcbad1ccb14c3

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=sha256:27e1f348f254cbae8c41fd810d3e744b894e9933dfbc67fb847e7c9cc7da47e6

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=sha256:9d85a1eb5962a4abbfa1152a759be1b8c05f5f3539837d608baf28acdef00425

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=sha256:5e1a5ae440f94ad9069303bef4188de167a41fe22f54da0c18fd784c1f8307b2

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:fa44452a22baf89a3aea7741b6093e2d28ad488bd3ce5f94d6218fab86788c04

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=sha256:571f288d4e6ed7e625c3e3f840b14a8529f3fced70010c89f9dcdf37568a0c1c

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:c9d4d9383e90ad0d77b9a6ef76d9daa3da05b19c76b32ff440766ac4019b81a5

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:f31f3093081639b4903e35150d47d3fa3953c7fbd69e94193517a658da5d37a7

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:bf1499010d236faaa9b33168013a567e1a063d483637d29f124a5699624ce009

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:ea3baacc834f44624893b7650ca688766b4db2b5a6617c8e773d9b9ce5326680

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:b69df53045d138a75015caf5ebe3ee19ebf2339e5ff6f0a2a3224bddec2e8f62

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=sha256:62d1aed586be6cd5914bbd4fdc8d65fed15791f427055e9dc3d625f91d2399ce

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:c293adf468d03dddb294487a4063e78fe39b36555e204bedc39eee6febaf93a7

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=sha256:23b40e78862c319a3f87f0839f7340bee57872d3e75215e9005d47c882c139d9

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:bca61ae9f6f5872c9f7856111aae9d686d68a1edf6c1ed0df5808fe952b2497d

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=sha256:2f2d36a2a07ab8f6d25ae9a111b5304860efc3831c4e9d245665205b54f8cc55

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:d54e0e7a47966c6f3a88e137e289606315daefa7ee7d2c48dde62efa0463e03f

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:d2f3bda5d6d822cbe532c5617c84c58e28de4f1ffee651256789de99ae2ece69

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:c36ec13b9b3d2c68286825ff21dca32e2507a8f0c7d935312c87790efc4fffef

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=sha256:077fdd965f9a0eb71d1f2340a6ce750642bb99435c2e90c3e07150feb8d907f8

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=sha256:1babd305cf936e8372ef8e04a81ca427abf04d986774d241c359cec0d72a4986

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:e9e0c9f29374aa24bf330e6018d3859f0bf3f3cda78d85f6621593f9204820f2

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=sha256:638c737c7ce97ccc5be100be017ba6ccd2e3a081fb2c682d4ff2f62743c7a6c5

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=sha256:58cd99b7cd1d315331b8ff0e0b37500693d76f4c55ed8cb9e606ca29f9a4e3e5

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:e48bc9cfef0c11d2d56753a44f8ec9c841be96af54d03ea4bc9d288f17124b10

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:cd3f8b4173e0faf9b725c5b3d493de7348827cbd612d8a7ad2f9e3e39b97d1b9

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=sha256:3cc3c39a211ef0fcb61dfd4d6c09ec8fda9cbeb0807da256b94bd161801d221f

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=sha256:081b56585b0b0c185197c00fbdddb7a873b77e6f0934aa84462e8dddd5746c3f

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:eb53910f10e42b53a38ba3ceb04b0e42eb0652bda43a318f8b7a3c0a6a7a32f9

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:f41b950996707ce270cb0f980ec23215b0fb67af2b333128176b90e8493a6727

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=sha256:8796adb429b414f49a070ac1ee0fa82a0a44dd32e91f6363c921e63bc67855a1

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:a73119adda3200a34c8115e097bf33c7b1f9efc0cc47d369f08c0a43a01d6535

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=sha256:8400471eed54dc47d92de610cefbd2024735ef50b903a3847698ecaad46bf9b6

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:a427fc8476f7d99d81c9db91cb5ac28c6398cccf52cebbc6394b320c46cc32e9

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=sha256:29226ba440764d62f5b5680633e235b4b70146bd040fdaa6bfd32b0e3f0568cd

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=sha256:7ea5c1536c32ce53c1b02a85b6d2c40168deb75f1d17e3fbcd49f25c246762f0

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:abed272dac0336f76bc1e011b31a46e02a14e166059c15dca2eff9a86d398c33

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=sha256:916e94c12cad0f7a94bff29cf821db04e5cfa93e5a6dd13c53337d1de2ac1b2e

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=sha256:419c026f445df3074928cdeac45904f1a176dc56abc65999a179e4d46ca902cc

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=sha256:3c3333774983e445910ea36a785b05f251ea9302253b401ebe28a489695c9ad7

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:d4e6dde6d0e9d3e2c72aa337622b234f7b0eebe431a5b819cbae3b5515282024

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:fd94e5b7fb9014f82ecf595f1d066c1203b6f8b891aa848ec1e19fdfeba5dae2

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=sha256:72b7cc233b3dedb4c5c5dff1cd0958db772b8167986310416a5ad551f7166d57

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:e2949e16e8cf3e14dc6056d52fadab67c0058b32150e1919e6227411e4e8a5cf

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:df1f552fe1843cb0326ca82b42805cbd44cc1cea603473422f2177adcbb3dee2

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=sha256:50f0c17a8d476b73c35f061278a8e5329f3e11f23345d6b3376bc4bd2c5e99fc

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:ae6093c8b6c1842743f5b6d3e76e3904e3ed788147ba7b1287f4fca1caa24cd5

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=sha256:15590e330a426691f8f4eef7530ac0de221f8ed58094a010ea14b99364cefd0a

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:e76cc09f6c33e39806e8efc5abd142e4bd3ffcf3193ef3e08ec51d5237dff3cd

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=sha256:416ae4ee292cbff54ab1fb3317313c3a7259aa3464d1a5d31ec242c4867a763d

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=sha256:29cdbf112a14174a31fdfb44cdd4e0ae0a109789c52c4ae720ff633c82d57f8b

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=sha256:5170864a830019fed0445fe2aac738d1fc98bdc3145d0c74db9f9edfc376755c

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=sha256:2bc882229c6096a34585b3bea14bcd1eca0014c8635a7e65a1452884710edb29

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:dff4578738cfbad918762673cd91b411cec8ede51086bafef3478f431382117c

Pith citing papers

No inbound Pith citation observations are available.