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Paper Citation Record · LEDGER

LLMCup: Ranking-Enhanced Comment Updating with LLMs

As of 9 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2507.08671.

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

pith.paper-citation-record.v1
2507.08671 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:19:58.571730Z

measured 79 of 79 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 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

79 of 79 outbound references displayed

  • verified exact0
  • verified fuzzy62
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fa56023-b82c-4b50-a11a-2e364d4eca2b · outbound

This paper cites Software documentation: The practi- tioners’ perspective,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Software documentation: The practi- tioners’ perspective,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.665668Z

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.

source=pdf_text observed=2026-08-06T18:18:57.794253Z digest=sha256:6875fb09e6e33901a3c8a76ff8587de9cd0a5f28e5744d5deb103805ce8e0233

Observation ecf96a1e-2c7f-4e45-8c8f-853fbaeee8e3 · outbound

This paper cites A human study of comprehension and code sum- marization,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs A human study of comprehension and code sum- marization,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.646773Z

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.

source=pdf_text observed=2026-08-06T18:19:58.179913Z digest=sha256:93b7ccc4340abf95e04f2883b385665cb1c91cde25492389cf822b4aef9f3538

Observation 2223ee5c-d82f-44bb-861c-3971a1658dca · outbound

This paper cites Understanding source code comments at large-scale,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Understanding source code comments at large-scale,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.633785Z

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.

source=pdf_text observed=2026-08-06T18:19:58.201898Z digest=sha256:a772d97409884ab77f3e66283bb39c162fea06492170b6296da84f36813c195b

Observation 96732c60-e225-4f7e-9f2f-286362c02c68 · outbound

This paper cites Using traceability links to recommend adaptive changes for documentation evolution,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Using traceability links to recommend adaptive changes for documentation evolution,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.619608Z

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.

source=pdf_text observed=2026-08-06T18:19:58.222759Z digest=sha256:651f4c71002aa98430b8fbd044ff06a15c2b9a3f8ba6c9110e0d5ea5e00417b0

Observation dd63a83d-d81f-47e4-936a-b1d260fd0b36 · outbound

This paper cites Large language models are few-shot summarizers: Multi-intent comment generation via in-context learning,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Large language models are few-shot summarizers: Multi-intent comment generation via in-context learning,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.607487Z

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.

source=pdf_text observed=2026-08-06T18:19:58.234789Z digest=sha256:4415e96edccdaeb07fab2d03a1498b544760b0f249a751e25a1f29aa7ab59efb

Observation 630d30bc-2203-4217-9210-db970472f0f5 · outbound

This paper cites Automated comment update: How far are we?.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Automated comment update: How far are we?

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.596204Z

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.

source=pdf_text observed=2026-08-06T18:19:58.245545Z digest=sha256:689fc02007f30d3d4a857291e13e80718f7cda2fe88f64f4863f4727013213e0

Observation 7d4f60ad-82ed-4636-a6b5-6d71d148acd5 · outbound

This paper cites Automating just-in-time comment updating,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Automating just-in-time comment updating,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.578967Z

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.

source=pdf_text observed=2026-08-06T18:19:58.258635Z digest=sha256:e6248cacf6028f4f3aac4d8548659415318e2483387c7fe0c9ddb734aa971e74

Observation 057de0a2-a0d8-48b4-9f1c-a0f925420254 · outbound

This paper cites How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation.

LLMCup: Ranking-Enhanced Comment Updating with LLMs How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.268546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.268546Z digest=sha256:bd0392cd972e2d4afee00b6258dbcab4f56dd65520691d7452064ce08dfdc98d

Observation 7aa52b37-805d-4ca0-8c90-96de86d6d7e2 · outbound

This paper cites Lamner: code comment generation using character language model and named entity recognition,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Lamner: code comment generation using character language model and named entity recognition,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.568718Z

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.

source=pdf_text observed=2026-08-06T18:19:58.287589Z digest=sha256:cae706f6c5817505e747b90e77beed77f1e1f0fb4d0af1a1ea0bc0d9b45ae1b5

Observation 5b57e28b-66be-4fe9-acf3-7864eeea19db · outbound

This paper cites Few-shot training llms for project-specific code-summarization,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Few-shot training llms for project-specific code-summarization,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.557859Z

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.

source=pdf_text observed=2026-08-06T18:19:58.299232Z digest=sha256:41b6a7ee5298758c4f267abdb1136332cb1680d19b3fc643ad7033157a45da3c

Observation ac4c8b58-a7e5-4d17-accc-af075d521346 · outbound

This paper cites Source code summarization in the era of large language models,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Source code summarization in the era of large language models,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.548430Z

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.

source=pdf_text observed=2026-08-06T18:19:58.310400Z digest=sha256:ee4d1b5f6cd07df3f4049beb62f8958a21dd87f1a9e06d91de78d126d5a34628

Observation 8edb5f31-433c-490a-92a7-2e49000b28e0 · outbound

This paper cites Palm: Scaling language modeling with pathways,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Palm: Scaling language modeling with pathways,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.538891Z

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.

source=pdf_text observed=2026-08-06T18:19:58.313849Z digest=sha256:18cb0729816968648dbe35fb1384eda04c6ac89a86f06c5438e55a587a43f918

Observation 99434c18-78a6-4c42-af32-86b5eb2abded · outbound

This paper cites Emergent Abilities of Large Language Models.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Emergent Abilities of Large Language Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.320291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.320291Z digest=sha256:898894ccf9a1e9c750727b2e29380b8d4346966cbe3aef9cfe9222a566f18458

Observation 0236c077-30a1-403d-8805-329058bd1e06 · outbound

This paper cites Mistral 7B.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Mistral 7B

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.324263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.324263Z digest=sha256:e3cca1e89d4e646340b87642b322aa3ff4d1ff75b7d744c02d32f692c4344c77

Observation 74ff57c7-988d-4879-8a1a-4999167ea8b0 · outbound

This paper cites Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.328528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.328528Z digest=sha256:3b2274e0aae2c773379212cbd0f2e89bf7aee9191db6cf77dc48c614939aa9f6

Observation 52caf5a4-d5b0-4c1a-a26a-b56b770b6b0a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Evaluating Large Language Models Trained on Code

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.332385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.332385Z digest=sha256:6980fdf4dfa716519399e0897d78e7d089954c4b7d8ebfa9de4261ec10c74f0a

Observation 0e01bc3e-4013-4ef9-99f4-1bd09162f3a2 · outbound

This paper cites Recent Advances in Text-to-SQL: A Survey of What We Have and What We Expect.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Recent Advances in Text-to-SQL: A Survey of What We Have and What We Expect

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.336439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.336439Z digest=sha256:68d91473727bef33d6532964e34a274fef65a4cd363760a4732d2d317c072b1b

Observation 80c3a426-4a53-456e-85a8-a73d202fcffa · outbound

This paper cites An extensive study on pre-trained models for program understanding and generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs An extensive study on pre-trained models for program understanding and generation,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.530413Z

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.

source=pdf_text observed=2026-08-06T18:19:58.340275Z digest=sha256:731742b81cce972b397b04b876b540dc023718a8dca1a2eb42ba214f42586825

Observation 4f6943a8-ebac-41b9-8204-0c5e37975662 · outbound

This paper cites ClarifyGPT: Empowering LLM-based Code Generation with Intention Clarification.

LLMCup: Ranking-Enhanced Comment Updating with LLMs ClarifyGPT: Empowering LLM-based Code Generation with Intention Clarification

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.344485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.344485Z digest=sha256:358e986ab9dab21ffe9d3102df132f1489a25884d870898206e4206c3a1df9f6

Observation fe410d96-f086-430e-bdb4-978e9e01088c · outbound

This paper cites Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.348487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.348487Z digest=sha256:4faa9c907b9c477f83792042bbbf1f33889a5fe2326d6012acc1277d160611b2

Observation 189fc815-21c3-4bda-a7df-94e5ae14635f · outbound

This paper cites Fuzz4all: Universal fuzzing with large language models,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Fuzz4all: Universal fuzzing with large language models,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.521484Z

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.

source=pdf_text observed=2026-08-06T18:19:58.353431Z digest=sha256:f15c97a31d5f9870ead90dcbde2660c358748bc915ec0abe91704b4fd1eead04

Observation 0d755543-fd3f-4ecb-9b1d-3f03238241bd · outbound

This paper cites Learning loop invariants for program verification,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning loop invariants for program verification,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.512612Z

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.

source=pdf_text observed=2026-08-06T18:19:58.358914Z digest=sha256:e46d8783978a9498ede3a7b94d7bd6f97f6c759243604b137e42ab4a591aa835

Observation 67b70bc6-80e1-4160-a6b9-51e39bc206e6 · outbound

This paper cites Can chatgpt support software verification?.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Can chatgpt support software verification?

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.493537Z

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.

source=pdf_text observed=2026-08-06T18:19:58.363535Z digest=sha256:44183b42e1034236a5207b575d7d2f207220932ffbb3224e2cce1d60b90c40a2

Observation f1140918-a5ec-451e-b273-0dd433b74822 · outbound

This paper cites Hello gpt-4o,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Hello gpt-4o,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.482754Z

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.

source=pdf_text observed=2026-08-06T18:19:58.366857Z digest=sha256:1b269dd26a77e488e5763a888b2eb35f1155f5a24482a06831f9d1168cdba783

Observation 53c1c4ed-8ab7-44b6-9f93-ba72fb532660 · outbound

This paper cites The official meta llama 3 github site,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs The official meta llama 3 github site,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.473767Z

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.

source=pdf_text observed=2026-08-06T18:19:58.371372Z digest=sha256:686386f35668c8ffbfffa927424e53bb25391957ee3bd48f0753b5400bc03285

Observation 8cadaed0-87cf-4b15-9d9d-c3fdc03efe38 · outbound

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

LLMCup: Ranking-Enhanced Comment Updating with LLMs Code Llama: Open Foundation Models for Code

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.380965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.380965Z digest=sha256:b1e6f1a9448494489befba600b0add5c82f95360aee9d2ef4f962b79cd22e5da

Observation 227026d9-4785-42df-abed-e679e9a1ac95 · outbound

This paper cites DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence.

LLMCup: Ranking-Enhanced Comment Updating with LLMs DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.384632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.384632Z digest=sha256:f0ad41359c3c35ff457c09fd301f15cab3c5951ef5fd70d3a6b726fe3463875c

Observation ef56046e-422f-4939-9f69-72bccd79cf1d · outbound

This paper cites Gemma: Open weights llm from google deepmind,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Gemma: Open weights llm from google deepmind,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.449764Z

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.

source=pdf_text observed=2026-08-06T18:19:58.389505Z digest=sha256:5eca8ef36ff821af8b9fe2bdf0d1da6c02b63a5306b7047238956fa9310242b5

Observation 7529c894-064f-46f1-beca-1b593a83d846 · outbound

This paper cites Examining the evolution of code comments in postgresql,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Examining the evolution of code comments in postgresql,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.438695Z

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.

source=pdf_text observed=2026-08-06T18:19:58.394779Z digest=sha256:cf0f998669cc59a661b3b94a6a0b2786310eefc55a8d3d42f2c849420738f71f

Observation 651729c7-f4f5-4c0a-8358-616701184a50 · outbound

This paper cites Hatcup: Hybrid analysis and attention based just-in-time comment updating,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Hatcup: Hybrid analysis and attention based just-in-time comment updating,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.423975Z

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.

source=pdf_text observed=2026-08-06T18:19:58.398947Z digest=sha256:0e3ad4b00278a36be341bd5af166af8af07f60562b9705ee5943e06f50869647

Observation b7018f9d-8a5a-4232-9a84-e7e9a603aaba · outbound

This paper cites Deep just-in-time consistent com- ment update via source code changes,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Deep just-in-time consistent com- ment update via source code changes,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.414243Z

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.

source=pdf_text observed=2026-08-06T18:19:58.402756Z digest=sha256:b89fa78425572653ed689545dbe6090dd9167604a7a4c542e85cd0332a9e69a4

Observation dea758ce-8b19-4da3-b129-c29d45d0b76e · outbound

This paper cites On the use of automated text summarization techniques for summarizing source code,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs On the use of automated text summarization techniques for summarizing source code,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.405691Z

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.

source=pdf_text observed=2026-08-06T18:19:58.405811Z digest=sha256:a968cbce61072a0190ca5e9c85c21a854193bb83bfab491f0f424653d744c77e

Observation 9508923c-05d4-416e-8a33-df78532b752c · outbound

This paper cites Evaluating source code summarization techniques: Replication and expansion,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Evaluating source code summarization techniques: Replication and expansion,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.397316Z

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.

source=pdf_text observed=2026-08-06T18:19:58.409225Z digest=sha256:b8daf17bc8a45b4a436781aa189224866f2c6b2423a7fa3f356be111fd0cb970

Observation bc828a24-a228-4959-b0d8-1ab38dc7d6aa · outbound

This paper cites Supporting program com- prehension with source code summarization,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Supporting program com- prehension with source code summarization,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.381928Z

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.

source=pdf_text observed=2026-08-06T18:19:58.412512Z digest=sha256:a3f1571772175a747096a2a84d6533db7abd7980f339072fc3688de1836a340a

Observation c2cabb12-000b-4042-824d-96d954442853 · outbound

This paper cites Towards automatically generating summary comments for java methods,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Towards automatically generating summary comments for java methods,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.372293Z

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.

source=pdf_text observed=2026-08-06T18:19:58.415999Z digest=sha256:c0baf008c5a99f3767ad62e138f9efc54c6745ef686875aefe6cbf95cd8d176d

Observation 728ed678-42d5-4e6f-8747-25404ae077a2 · outbound

This paper cites Clocom: Mining existing source code for automatic comment generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Clocom: Mining existing source code for automatic comment generation,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.361667Z

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.

source=pdf_text observed=2026-08-06T18:19:58.419619Z digest=sha256:5d43a870f4765a93130d3c178682ceabb8fa728bddd7b0cd4a1041e42e818ad2

Observation 82814ed2-3150-45a4-8695-a6cc34e43bee · outbound

This paper cites Extracting code segments and their descriptions from research articles,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Extracting code segments and their descriptions from research articles,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.350600Z

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.

source=pdf_text observed=2026-08-06T18:19:58.422781Z digest=sha256:5b2238001f2fc2593167a5133783936bbd2fbc8e1000f58ff2be14280da4b272

Observation c02609b3-a98e-48db-a86b-ddf6a98de966 · outbound

This paper cites Automatically generating commit messages from diffs using neural machine translation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatically generating commit messages from diffs using neural machine translation,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.340033Z

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.

source=pdf_text observed=2026-08-06T18:19:58.425872Z digest=sha256:7fca034811fe0ffc5f38c616069f5e5a44c03b887f88680cff28e9c47386bc72

Observation 4033712e-602c-4dce-9d01-9815c364663c · outbound

This paper cites Autocomment: Mining question and answer sites for automatic comment generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Autocomment: Mining question and answer sites for automatic comment generation,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.325582Z

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.

source=pdf_text observed=2026-08-06T18:19:58.430227Z digest=sha256:bd20ee685bc245be4d5a7e76498c010e31ef3434b775dc5155ad817df68f7caa

Observation c6a3d772-e688-42b9-8e14-0d180e74614b · outbound

This paper cites Codeattention: translating source code to comments by exploiting the code constructs,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Codeattention: translating source code to comments by exploiting the code constructs,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.312175Z

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.

source=pdf_text observed=2026-08-06T18:19:58.433771Z digest=sha256:2812d8aa1ac6472043bccc91b59712e2afb86319bc7b5a43948fc12fc45e89b4

Observation 33b10fe8-f4e2-4ad7-9b60-da7358d9641c · outbound

This paper cites Summarizing source code using a neural attention model,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Summarizing source code using a neural attention model,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.286011Z

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.

source=pdf_text observed=2026-08-06T18:19:58.437802Z digest=sha256:fd31f012db14b9972a7caa5191b4c0344f5741fda37cd3680b489a0319822563

Observation 21f5b9a7-458d-4442-b397-07bbfb6302f1 · outbound

This paper cites Automatically gen- erating natural language descriptions for object-related statement se- quences,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatically gen- erating natural language descriptions for object-related statement se- quences,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.268513Z

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.

source=pdf_text observed=2026-08-06T18:19:58.441745Z digest=sha256:443c2d0593fb16e40343f388efcae773dd0d6d9765fd55b1672e1ce64875dfeb

Observation 34eb0116-5dab-428d-8c67-1e95a8382d6e · outbound

This paper cites Cider: Consensus-based image description evaluation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Cider: Consensus-based image description evaluation,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.257317Z

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.

source=pdf_text observed=2026-08-06T18:19:58.444723Z digest=sha256:bbe89fdeaa03171d002c66d63e4849f0e07268db4427de83bbd52867c50c2515

Observation 803f5dab-0402-49dd-b416-122995533e48 · outbound

This paper cites Im- proving automatic source code summarization via deep reinforcement learning,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Im- proving automatic source code summarization via deep reinforcement learning,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.245542Z

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.

source=pdf_text observed=2026-08-06T18:19:58.447982Z digest=sha256:3745f8ec552ce4041b43713a9802da4858603c7ad09c88c2d829c674e05ef925

Observation 909fe73e-2b7d-4565-a08d-546c45cfc417 · outbound

This paper cites On the properties of neural machine translation: Encoder–decoder approaches,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs On the properties of neural machine translation: Encoder–decoder approaches,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.233710Z

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.

source=pdf_text observed=2026-08-06T18:19:58.450914Z digest=sha256:e3a5d0c6cfc6bcc898e8713f3b9e82d95c801df75e797eb238aa7c7fbd8b2946

Observation 9b537a72-d5be-48a1-9948-66a3e253bfb2 · outbound

This paper cites How do professional developers comprehend software?.

LLMCup: Ranking-Enhanced Comment Updating with LLMs How do professional developers comprehend software?

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.223094Z

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.

source=pdf_text observed=2026-08-06T18:19:58.453842Z digest=sha256:9875331f62c0a78921eceb3346c87bf4672b12834bdc32e4c6821c15344d3905

Observation cfbf13b2-b3d6-43f7-a40b-fa11b2e9ae3f · outbound

This paper cites A Convolutional Attention Network for Extreme Summarization of Source Code.

LLMCup: Ranking-Enhanced Comment Updating with LLMs A Convolutional Attention Network for Extreme Summarization of Source Code

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.457460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.457460Z digest=sha256:223209543ee833230d7a5c1c17c8b388aa16e1302ecdf26805a1cc62a6bf1dd8

Observation c0ffd0d3-3142-4958-8222-88a7abccce8a · outbound

This paper cites /*icomment: bugs or bad comments?*/,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs /*icomment: bugs or bad comments?*/,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.212460Z

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.

source=pdf_text observed=2026-08-06T18:19:58.460898Z digest=sha256:a3becdc0ffaa6d6c4bef312c1c3e56006b1ad7e447d2b74e801d5cf48a733634

Observation 593d3c32-545c-49e7-afdb-449de0581c5f · outbound

This paper cites Automatic quality assessment of source code comments: The javadocminer,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatic quality assessment of source code comments: The javadocminer,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.200387Z

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.

source=pdf_text observed=2026-08-06T18:19:58.464310Z digest=sha256:7b6280de5f7e20811294c144f1470482947f9b544b35969f9cf729ab33cd885d

Observation 30ccaf3a-6c3f-44cf-91db-266eade40bd2 · outbound

This paper cites @tcomment: Testing javadoc comments to detect comment-code inconsistencies,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs @tcomment: Testing javadoc comments to detect comment-code inconsistencies,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.185339Z

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.

source=pdf_text observed=2026-08-06T18:19:58.468766Z digest=sha256:727cb9a551369a72c64724362b02c2885ebe75b00f39c6e263019ca5c9a90a14

Observation 1adab188-aa84-4edc-a33a-5c24e40c24f7 · outbound

This paper cites Detecting fragile comments,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Detecting fragile comments,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.174622Z

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.

source=pdf_text observed=2026-08-06T18:19:58.472069Z digest=sha256:b433913070e187bd742c147fb93bbcf2edad934ec57a4f7afa37f55ec0d6865c

Observation bbf16b1e-e557-4cf3-a1f4-47727a95cc7c · outbound

This paper cites Android studio,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Android studio,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.163478Z

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.

source=pdf_text observed=2026-08-06T18:19:58.475274Z digest=sha256:ce3a43df77ba8c931f697ca376cc6deeebaeb0e57843f85213a7f46fb67cb680

Observation 8ccfa1e4-8bb4-4adf-b9ae-7f6a7e44f503 · outbound

This paper cites Xinyu: An efficient llm-based system for commentary generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Xinyu: An efficient llm-based system for commentary generation,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.150633Z

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.

source=pdf_text observed=2026-08-06T18:19:58.478825Z digest=sha256:8c1db3bd286481a6d7bd70f67694bea24fd4ab114b74483e1bd68b85861039bd

Observation 0dcf8a5d-66f4-4b4e-8d3e-714331c1af3b · outbound

This paper cites Detecting code comment inconsistencies using llm and program analysis,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Detecting code comment inconsistencies using llm and program analysis,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.141422Z

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.

source=pdf_text observed=2026-08-06T18:19:58.485050Z digest=sha256:ebfb677acc895c5260bc27b8028d9c1c217028db0dbb84ad6d924b154632863d

Observation 3fc6b826-41c2-4c67-800e-3ccf24057073 · outbound

This paper cites Chatunitest: A framework for llm-based test generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Chatunitest: A framework for llm-based test generation,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.129426Z

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.

source=pdf_text observed=2026-08-06T18:19:58.488629Z digest=sha256:9031e3081f1817296b505236870bf766fe1436a518d7853fd9c0b1acbdac5384

Observation 485a302b-65a3-4eb4-bf0b-041d225eada8 · outbound

This paper cites Learning to rank using gradient descent,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning to rank using gradient descent,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.116152Z

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.

source=pdf_text observed=2026-08-06T18:19:58.492085Z digest=sha256:5e9c1cefc4db743bbbdd4bb04e8769b8201671c7e3cf4579ecfec5dfb94a480e

Observation ecf8f0b6-49dd-4393-b4a8-301ee70cf139 · outbound

This paper cites Contrastive learning with hard negative samples,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Contrastive learning with hard negative samples,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.102547Z

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.

source=pdf_text observed=2026-08-06T18:19:58.497026Z digest=sha256:db694339583a316b73e1b197a41ef4924307a4a9caa1a52982ac665d1e1f31d9

Observation 2a75379e-7bef-477d-b7a4-68f49c396232 · outbound

This paper cites Approximate nearest neighbor negative contrastive learning for dense text retrieval,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Approximate nearest neighbor negative contrastive learning for dense text retrieval,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.085710Z

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.

source=pdf_text observed=2026-08-06T18:19:58.500653Z digest=sha256:08a943394e7891756ba3cbcc5342dc818302d93bf325fdff1ce57c92825a16d5

Observation 9e1a05d3-f18e-486c-a1a8-9ded85c1d4bd · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.503748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.503748Z digest=sha256:e7862ee99bbacc671bf94427942199da3c563d44ece4f0ee6c23fb540c282ec3

Observation 05ef7332-66ea-4cbf-ad4f-a49f8e522cf4 · outbound

This paper cites Rethinking the role of demonstrations: What makes in-context learning work?.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Rethinking the role of demonstrations: What makes in-context learning work?

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.073752Z

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.

source=pdf_text observed=2026-08-06T18:19:58.506669Z digest=sha256:fb4a780c1236c9bec99589130b4092451ea2ec17e20250a6aa077b2d87da4ac8

Observation 8b0acf44-57aa-40b6-9c06-6caad31cda2f · outbound

This paper cites Retrieval-based prompt se- lection for code-related few-shot learning,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Retrieval-based prompt se- lection for code-related few-shot learning,

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.054859Z

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.

source=pdf_text observed=2026-08-06T18:19:58.510029Z digest=sha256:b454dc32638e6176b470cec3b886c06b2fa7cb631ec697bd610a3504c90f416e

Observation 097f30b4-be34-4d1d-bae1-90d231f33b53 · outbound

This paper cites Learning to retrieve prompts for in-context learning,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning to retrieve prompts for in-context learning,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.040958Z

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.

source=pdf_text observed=2026-08-06T18:19:58.512987Z digest=sha256:df5b757d2829a234fe2b9adb250ebbeeb22411078bf76956176cbf37a8db7146

Observation 984cb804-83f6-4cf4-b453-d01007cdede1 · outbound

This paper cites Retrieval-based prompt se- lection for code-related few-shot learning,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Retrieval-based prompt se- lection for code-related few-shot learning,

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.516807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.516807Z digest=sha256:6281b8a07dc24c668f7c67e1e1a6add3d73e2d5bcfa46794b96dddaa23e471e4

Observation 94691353-bc24-4098-9958-55221c23354c · outbound

This paper cites CodeBERT: A pre-trained model for programming and natural languages,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs CodeBERT: A pre-trained model for programming and natural languages,

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.010685Z

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.

source=pdf_text observed=2026-08-06T18:19:58.519933Z digest=sha256:83996126610f17e8dc4847c84b124a9b0b967fbdd8baa7a1c62a18117477783e

Observation df80cef6-45d7-45bc-80e0-32ad0a4c2e51 · outbound

This paper cites Available: https://docs.python.org/3/library/difflib.html.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Available: https://docs.python.org/3/library/difflib.html

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.991341Z

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.

source=pdf_text observed=2026-08-06T18:19:58.528808Z digest=sha256:2c43d3012c815cc48e1f9c65ea5a1adcd781ec1732988f355c7dffa545312ad8

Observation c549df4e-5e71-4785-835b-ed2358bf947c · outbound

This paper cites Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.532315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.532315Z digest=sha256:bdde523d55b3309a9a52134b188b0f3f21f2f4a221f8a7442d39ffb9f7ecfefc

Observation 122b7421-2f66-408f-8614-eb45f18f9f8d · outbound

This paper cites Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.535253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.535253Z digest=sha256:0cbcebb9dbad896b5dcb39ae226555d1cb837198b397fe9c044687d0c66fb175

Observation 6e93d5ca-6d61-4cee-848f-44c3ce3f80a8 · outbound

This paper cites Adapting deep ranknet for personalized search,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Adapting deep ranknet for personalized search,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.977137Z

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.

source=pdf_text observed=2026-08-06T18:19:58.538292Z digest=sha256:c6ed066c300ad0c3d231252396cf26f23a79b9ea182ffe57c9797f34ebed60c2

Observation 9d380eb6-10ce-4569-85cc-cecdc4ecda39 · outbound

This paper cites Ensemble network for ranking im- ages based on visual appeal,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Ensemble network for ranking im- ages based on visual appeal,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.958004Z

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.

source=pdf_text observed=2026-08-06T18:19:58.541524Z digest=sha256:4ce794c5b006ec0c5f3263a329249c5619ac2a4d00aa641a35af8ec2b6ad070a

Observation 1bc6983e-483a-4bf9-8ff8-30c75553b50d · outbound

This paper cites A large-scale empirical study on code-comment inconsistencies,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs A large-scale empirical study on code-comment inconsistencies,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.938122Z

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.

source=pdf_text observed=2026-08-06T18:19:58.544584Z digest=sha256:3017a260251c3fdc12b4df4268c61186186cbbd0322d67537139542858203aa9

Observation dad0866c-51a5-4e06-94dc-b92c3fa002ca · outbound

This paper cites Qwen2.5-Coder Technical Report.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Qwen2.5-Coder Technical Report

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.547623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.547623Z digest=sha256:74a794ee8661806680978a5e18c24adb1a2a4560b5ef55a9895e07956ec5f20d

Observation 074bc9dc-2faa-4bb9-8fe6-10ac1c7fffe5 · outbound

This paper cites On the use of automated text summarization techniques for summarizing source code,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs On the use of automated text summarization techniques for summarizing source code,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.911973Z

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.

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Observation 2df66ada-d2d8-45ef-88f5-05447a346bdf · outbound

This paper cites Deep code comment generation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Deep code comment generation,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.892452Z

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.

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Observation 5a903bf1-2074-454b-89ac-db3f133fc579 · outbound

This paper cites Summarizing source code using a neural attention model,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Summarizing source code using a neural attention model,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.872105Z

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.

source=pdf_text observed=2026-08-06T18:19:58.556665Z digest=sha256:5e905387caa5795fa93fa28980ce393696c60967e80b12dcfc0f6ea8ff82e027

Observation e2fde129-a664-430a-aaa1-b06cc79342ea · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Bleu: a method for automatic evaluation of machine translation,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.852040Z

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.

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Observation 7e7b90e3-1682-44b7-9ad0-7d46b2a2d9c8 · outbound

This paper cites Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.841924Z

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.

source=pdf_text observed=2026-08-06T18:19:58.562081Z digest=sha256:d94484af18242dbaf0825e98de597e7bc59c62856f3db6402d7e093d6e95edcc

Observation 4a42ebcd-8c3d-4881-9d02-fd3a2c7c0bdd · outbound

This paper cites Rouge: A package for automatic evaluation of summaries,.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Rouge: A package for automatic evaluation of summaries,

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-06T18:19:58.568508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:19:58.568508Z digest=sha256:8a0ce9d561bd5d0f95b25984bc974e7cb74f59c0813188329b38130a63dc908f

Observation e040aad7-9005-4cc8-b4dc-83e873f3e499 · outbound

This paper cites A technique for the measurement of attitudes.

LLMCup: Ranking-Enhanced Comment Updating with LLMs A technique for the measurement of attitudes

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:58.805484Z

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.

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Observation 30519476-7db1-4781-a89a-569b7fbf3961 · outbound

This paper cites Available: https://github.com/meta-llama/llama3.

LLMCup: Ranking-Enhanced Comment Updating with LLMs Available: https://github.com/meta-llama/llama3

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:19:59.461784Z

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.

source=pdf_text observed=2026-08-06T18:19:58.376501Z digest=sha256:68cdf49e2cdd475edf6c9a4831780ea26f7d670e7bcc99cfda533deba4f05db3

Pith citing papers

No inbound Pith citation observations are available.