Paper Citation Record · LEDGER

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics

As of 10 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2505.15469.

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

pith.paper-citation-record.v1
2505.15469 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:20:52.902763Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T10:19:07.701197Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T10:22:14.539749Z

Reference resolution

63 of 63 outbound references displayed

verified exact4
verified fuzzy4
unresolved55
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aee76ef4-e86d-4eba-81cd-cd428e923f11 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:46.487084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e599388a-0125-4bdf-a77e-5c4eec1c5903 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 2

Resolution: verified exact; doi, observed 2026-08-07T15:20:53.481909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 62797bf6-45e3-46c5-bfa8-92a50622c814 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:00.314250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f7d2e336-3e15-499c-aa8a-123c97c28b26 · outbound

This paper cites Efficient Training of Language Models to Fill in the Middle.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Efficient Training of Language Models to Fill in the Middle

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:46.957316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab25d9c-e76d-4daa-9641-d30685f9f165 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:00.187552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f4d310b-f238-446f-bfc5-aa0c10bc4864 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:00.036105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f7aa3615-1f3e-4520-a7b5-e96606f9fbb2 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:59.845352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d31e0e58-756e-4519-b606-4bbe034f94bb · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:59.713155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 51e9f5fc-08c9-4dde-a05b-6dee9f767d3c · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 9

Resolution: verified exact; doi, observed 2026-08-07T15:20:53.328616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36d0ed6c-07c1-4748-a4d3-6b55698c7b3f · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:59.552892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 62050d25-3c15-49cc-a25b-0790630c6fe4 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:59.359286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b92c6d34-4f0c-4e0c-be69-525b8300cf84 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:59.163043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation feac6d7f-505f-4772-8bc9-92deac8440d4 · outbound

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

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics A Survey on Large Language Models for Code Generation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:47.806822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10b3618f-546d-43fd-86c7-b04d20b2e0a2 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:58.976027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9dc8e610-ad90-453a-991e-0eda77692dff · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:58.751310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 85f9f119-d691-498c-abb6-4b654e461279 · outbound

This paper cites Automatic Code Documentation Generation Using GPT-3.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Automatic Code Documentation Generation Using GPT-3

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:20:53.913759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ed38a35b-c46a-4b67-8c17-51ab52067b6e · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:48.217206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb014937-5742-4133-9bdc-4cc0ba7a9d96 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:58.584458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f802cb32-a484-4600-b12b-4a4570eded92 · outbound

This paper cites Liang, Chenyang Yang, and Brad A.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Liang, Chenyang Yang, and Brad A

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:48.498296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 404ba66a-a4df-4f6e-80db-33fdf7c84638 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:58.362506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c6b0bec7-c83b-428a-816c-7ff9abb0963d · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:58.095782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 495a5318-6ed5-4868-a1a2-4b6d94fdfa15 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:48.844391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bd50e4e-4b59-4879-be8a-3c9a9dd31f63 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.917258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b191ffd-d8bb-41eb-aa38-33f3c93e8044 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics StarCoder 2 and The Stack v2: The Next Generation

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:49.072231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5081326-f24b-4508-b8ba-2cdc1a0bdd3e · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.763683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a06c56b-6916-4296-b4cf-d36e98f25901 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.634688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a51117e-e432-4cb4-9da0-f5a0bebf6215 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Efficient Estimation of Word Representations in Vector Space

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:49.381977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1091bbb-eec8-4547-b227-eb9583d20d4f · outbound

This paper cites Granite Code Models: A Family of Open Foundation Models for Code Intelligence.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Granite Code Models: A Family of Open Foundation Models for Code Intelligence

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:49.511222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c299f4b6-7596-45da-938e-e3508cc33b8e · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:49.638318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52f2af0d-47cf-4fc0-a1dc-831015004064 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:49.723813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06cadb3-9acc-409e-9e59-e4d75bca6197 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.485773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d8b30bc-7ebf-4f3c-8223-8d31208afc92 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.315450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d0cbc8a7-1c4c-4806-bc60-c1f7d4eac6ea · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 33

Resolution: verified exact; doi, observed 2026-08-07T15:20:53.113117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e361b070-12c5-4993-8774-8754cb7c6ad1 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.029027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 71987109-4f36-4e91-8ea8-133f6a7e7211 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:56.873872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3460e378-3466-437a-ad49-ce632e2c5c0b · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:56.700849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49923556-ae3c-48d9-b93c-a25c101af8fa · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:56.553704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a85e8bb-9ad7-4825-9cb2-4851b4ffd61f · outbound

This paper cites Code Llama: Open Foundation Models for Code.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Code Llama: Open Foundation Models for Code

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:50.753776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b122e0ed-2bfb-41c6-98bf-3cc5b198cbbc · outbound

This paper cites Sai, Tanay Dixit, Dev Yashpal Sheth, Sreyas Mohan, and Mitesh M.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Sai, Tanay Dixit, Dev Yashpal Sheth, Sreyas Mohan, and Mitesh M

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:20:56.417276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 682d8869-9e59-451f-a363-9d167b67a1a7 · outbound

This paper cites Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Reproducibility in Machine Learning-based Research: Overview, Barriers and Drivers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:50.934765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5a943bb-e2cf-47ba-ae18-52e2c35389ef · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:56.251837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 86767d71-985d-42b0-a165-a42c4925a1ea · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics CodeGemma: Open Code Models Based on Gemma

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:51.134531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e49ac4-5528-4234-a552-cde82b56cd28 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Gemma: Open Models Based on Gemini Research and Technology

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:51.225398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 220c80ca-0093-482a-87ca-a5f88019f130 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:56.092417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 88102446-ca89-401e-bb04-d8121dd65381 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.905978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fcc8625a-b1d8-4230-9005-d942b5d27d98 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.726548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f36dbc48-0b8b-42d8-8f41-7707fb0c8929 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.581700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 778fee85-27aa-4582-8e3b-e06de84987da · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:51.693738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f001a3c9-9c4c-432c-817a-cacc404b2a4e · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.427351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9fd2cd3a-fcc4-4b18-bb10-1a537dea1d69 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:51.870535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aadc31c8-38b3-4281-a715-a1587106bd73 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.220074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c7d109a9-5785-4573-a6e2-f90714ff9806 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:52.037377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27656cc5-d700-4162-89f5-1909418e58bd · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:55.077647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7bfdbd0-052f-422f-a0be-da9ed8ef6dd6 · outbound

This paper cites Witchel, Christopher I.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Witchel, Christopher I

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:20:54.917761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a4283ada-82b8-4446-8b75-cc0db0c10155 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:54.617394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cf2d77e5-6c9f-441c-a379-aa8386fca7a9 · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:54.476112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 09c30082-122c-4dad-9f39-d6062c6aed2a · outbound

This paper cites Don't Trust ChatGPT when Your Question is not in English: A Study of Multilingual Abilities and Types of LLMs.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Don't Trust ChatGPT when Your Question is not in English: A Study of Multilingual Abilities and Types of LLMs

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:52.641310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ba06270-9a7e-46b7-b613-181ce6ff5f7a · outbound

This paper cites Weinberger, and Yoav Artzi.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Weinberger, and Yoav Artzi

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:20:54.294855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 091d7c87-99f6-471d-bad4-e14d1b625f3c · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:54.150485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 89e40cbe-707c-4e72-b339-0d0b12a6cfcc · outbound

This paper cites Productivity Assessment of Neural Code Completion.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Productivity Assessment of Neural Code Completion

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T15:20:52.902763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73557d92-368c-48b3-b5eb-6b3f39f92ca1 · outbound

This paper cites Frontiers in Psychology, 13, 873844.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Frontiers in Psychology, 13, 873844

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:20:54.757288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 147107d5-bb97-445e-96df-467741c195db · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:20:57.174233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8453bbfc-0511-4425-99a2-cf16a3f2442d · outbound

This paper cites an unresolved cited work.

A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics Unresolved cited work

Reference 2025

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:21:00.456326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation facb7a0e-03b0-4913-adc7-da28166ae9f9 · inbound

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation cites this paper.

AdaDec: A Uncertainty-Guided Lookahead Decoding Framework for LLM-Based Code Generation A Qualitative Investigation into LLM-Generated Multilingual Code Comments and Automatic Evaluation Metrics

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-19T10:22:14.541296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.