Paper Citation Record · LEDGER

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code

As of 18 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 3 inbound Pith citation observations for arXiv:2412.16525.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.16525 v2

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:32:47.960040Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:55:14.798043Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T06:04:30.442172Z

Reference resolution

84 of 84 outbound references displayed

verified exact1
verified fuzzy0
unresolved82
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b9789bdb-c41b-48fa-9280-c72a11021a4e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.638294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02142074-786d-4dda-9f8f-d8114658a0fc · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.643516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14fc73cd-0b24-44a3-8c70-9f9176fb8a83 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.652670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 190b80ae-a3cb-445c-a0f9-cb22c342c0ca · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.656688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32b1a809-aa11-4ef4-889f-20ceca576117 · outbound

This paper cites Program Synthesis with Large Language Models.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Program Synthesis with Large Language Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.660712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3864353a-988c-411d-9136-5eee09435ee3 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.079041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ca32d7e-25a0-4787-b4c1-b3e83d015256 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.065829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5d3bb802-52e8-405e-bd37-98529d3e93f3 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code On the Opportunities and Risks of Foundation Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.673753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e461636-0b06-4b86-9acd-1775847d8acf · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.053921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 877f1dc4-cb51-4e3a-94d1-087f802fa0e3 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.042756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 42c10b4b-e8d9-4b20-83b3-e26647acb880 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.031611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04b1c87f-980f-434f-a29c-a39998a3596b · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.020275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b709ad27-f142-4e7f-bf95-7c11fc739e11 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Evaluating Large Language Models Trained on Code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.692313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2796347-2868-4912-bb66-4b493dddecc4 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.695881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98695d12-50b3-431a-a081-15293fbe2447 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:49.002223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c9530c34-70e7-4d9c-a82f-53247ec66ec0 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.991631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0229fcad-805a-4b89-9265-aaf346c67a6f · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.982580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fbe49c68-e673-40f3-bbe2-6468f40a29f5 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.973362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f01dc730-50a3-43aa-b3c1-0a8725242780 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.964583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f68adc0-8bef-40a5-85fa-75200df69ebd · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.954430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd6a351f-9f4a-4d9c-bddc-232e464a21ab · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.944306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8d73ad1a-b738-40f9-95eb-c45f54da386d · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.934167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5b9f5103-a6cc-4090-a962-2e83bdc9c895 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.923890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eed53ce1-39c8-440b-b4a3-9697d043d79f · outbound

This paper cites Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Security Weaknesses of Copilot-Generated Code in GitHub Projects: An Empirical Study

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.730759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ff554c-81e4-4f05-9282-58fc4248c86c · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.912842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8005fbfd-be04-417a-b73d-50862a78a2c1 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.901925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9b8957ff-8da9-451b-92b6-021c73fda67f · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.890887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 94aaaa91-5047-42ef-acd2-0c9a2fe06e17 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.879993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0b89992b-c3d2-489f-b4d2-566e7d0cdb4f · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.870008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 01980fce-9a76-4a2a-80f2-663c47cd0775 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.860315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 19c7942b-7067-400c-b9be-ef177d174c4e · outbound

This paper cites Copyleft for Alleviating AIGC Copyright Dilemma: What-if Analysis, Public Perception and Implications.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Copyleft for Alleviating AIGC Copyright Dilemma: What-if Analysis, Public Perception and Implications

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:32:48.307663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b0281c02-0258-4c5d-bc1a-9b23ff47e110 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.851147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 04bedba9-b4e1-420d-9a10-984c49a55fe5 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.842170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c6e0a0a7-b2e6-40af-b325-f5879445fe15 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.832222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d6a0b48d-c146-413b-bd0f-9e1143a35966 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.821456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 95a53528-21e5-41f2-b594-c3da4a71c4d4 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.810862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 43dc116b-7c97-4517-8061-1c5934e38aa7 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.800755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b77e6aaf-0ca3-4e63-996a-8822d4117175 · outbound

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

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code A Survey on Large Language Models for Code Generation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.781994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90a55ce-1b25-4850-9e41-0200956817af · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.790174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 428425e9-3251-4164-a8aa-23181d316be4 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.779940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 87cfcac2-1365-4dd8-85e3-ed1d07860eed · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.769645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5dd6fdfa-1933-44e5-b949-0aff1027e22b · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.796968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d2aa442-5750-49fc-8619-2fc31a760994 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.758766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 402adeb5-9014-479d-9929-4398ed08e9d6 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.748431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6b9d1d6f-b902-45c2-a4f7-8174e252bae7 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.738231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f426056-340c-4938-888c-3f3bce184ef5 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.727741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5bdc65a3-9a92-4507-be48-ed84718b8889 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.716770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a726858-4174-44b3-8623-5eafb336b2fd · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.706156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 936f64bc-4b1d-465f-bd2e-e0744661593e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.696886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 47dbbe97-ec92-44fc-8fdf-20401ac5012c · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.687254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation aa2dec16-a97f-4ab6-a08c-aa267227b760 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.676358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5262181f-9391-4208-ab9f-76524dd0ba11 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.665645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 13b35726-54f0-48ca-bdea-cd3b9c1bc678 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.655019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 31e2d685-35b9-4a82-88d1-d0b3fff4393e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.644395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 373f376c-3eac-499c-b5fa-d01450002710 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.633806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ade5a35-894f-42c9-811d-03ba56deb3ba · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.622898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63172edf-195e-40e0-88a9-b082c1707fe8 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.611988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0fa13cae-9404-463b-b81c-2ec2131aec78 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.601610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b3ba7011-cdfb-47ab-a239-61544c59f26e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.591733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 117b9185-bc3a-48d2-99ad-5fc017cb83f7 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.581407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e18eee39-b09d-4d13-b8df-1f5a7c12426e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.571761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4933465-88e1-453e-af6c-a6a5abf1df5e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 62

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.561691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9639f69c-c0f4-4fa6-9127-f8dd8494d79d · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.551558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 754f73ae-05fc-41e9-9749-933cea9e097f · outbound

This paper cites Release Strategies and the Social Impacts of Language Models.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Release Strategies and the Social Impacts of Language Models

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.886496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ce642c-a557-409c-90b8-5c8c2c00361e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.541073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63337f51-0019-4b7e-b856-638aaae56682 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.530500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 66e393f3-406b-4814-8d60-72aa96e9dc30 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.519417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 886db973-7f8b-48c7-a94e-88b0d9343d81 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.508733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7c0c6884-bf04-41c2-bfd5-4411fd743a96 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.498575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d7b94d01-439f-4547-97d3-e4e8f0e6c952 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.487543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ab5a8c67-fdc2-4df0-b9a3-df78d0a2d1fc · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.476306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4b3987d7-730c-4f14-9ef6-0ed258efafaa · outbound

This paper cites BloombergGPT: A Large Language Model for Finance.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code BloombergGPT: A Large Language Model for Finance

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.916846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bc7dce7-930f-4f7b-88dd-337b2fdafa74 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.465589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 258ad749-ab91-4dc1-a224-0ad1ed3ef213 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.452860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 29733ec7-b1b1-4b1f-8810-012c72a8ec46 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.442346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d9a2ca36-a675-4353-bd3a-1e4459b9da68 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.432717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8609921f-e1d6-4b9f-8fad-edd3cb3a4b8e · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.937518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 046ffd63-8d72-45ae-8ff5-1ab9e4ebc002 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.422319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cc6cd318-9ebc-482d-970e-fcf1475b9cf2 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.412238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 11711b90-1817-4b6f-868c-aeac2cbdd225 · outbound

This paper cites A Survey of Large Language Models.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code A Survey of Large Language Models

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-11T10:32:47.947607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b02dc84-d92c-49b5-8f3b-19d743ef3ea5 · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.401094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fd149cfb-9ded-406d-8503-96744c80747b · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.389607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation acfb2d78-8711-45bd-8791-8ed1f44fea4f · outbound

This paper cites an unresolved cited work.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:32:48.377899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1e811ffa-18ca-44c5-9b52-3a7eabeb7183 · outbound

This paper cites Using Document Similarity Methods to create Parallel Datasets for Code Translation.

One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code Using Document Similarity Methods to create Parallel Datasets for Code Translation

Reference 2021

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T10:32:48.365890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation 39bf0aad-ab2c-4e05-b23b-c0d02b7a4848 · inbound

Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning cites this paper.

Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T06:04:30.618848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4dbac241-c745-401e-a5f6-e9b4a06dcd99 · inbound

CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs cites this paper.

CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T13:55:14.798043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c3f4a91-0c4c-4986-8020-45a893b0cea7 · inbound

Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability cites this paper.

Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T21:58:20.755128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.