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Paper Citation Record · LEDGER

LLMCup: Ranking-Enhanced Comment Updating with LLMs

As of 7 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 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

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

source=pdf_text observed=2026-08-06T18:18:57.794253Z digest=sha256:6f5d24d6da1c084363c3903fe93375c4d213c4a8875b04a5230182355c2587a4

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

source=pdf_text observed=2026-08-06T18:19:58.179913Z digest=sha256:d295f0d97405891495004ce29cec2dd65d01e4a2ed87fa9c03886ddf9ce1b0b8

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

source=pdf_text observed=2026-08-06T18:19:58.201898Z digest=sha256:c21cef5a91e8eb4482d30fdc238c488c6908671a753d50f68cbbe0e3aad8dcff

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

source=pdf_text observed=2026-08-06T18:19:58.222759Z digest=sha256:920978643a7d82242ab0a65b9e3dc44c05896249e437e721f7d7af6f674d3f33

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

source=pdf_text observed=2026-08-06T18:19:58.234789Z digest=sha256:30145b6342dbc548c3c7f0843e5f0613e081c5c0662127e6763000f4c72bab13

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

source=pdf_text observed=2026-08-06T18:19:58.245545Z digest=sha256:f44d445de6fd168948af05031c9a36d3816b11893c07437474a105e83a7173ca

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

source=pdf_text observed=2026-08-06T18:19:58.258635Z digest=sha256:2d224f760166ab9ec8db1b5c8f8f8089e11770a45fc6c8ff1353b0ee7ae22206

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:c0b93e3b91811301a17f5f9145f830f6663885a98910a16be200c472c83819d6

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

source=pdf_text observed=2026-08-06T18:19:58.287589Z digest=sha256:ed5bf8308a27e3d4429f918a3190c3b97f069cbe30dd11317db6a39e17665205

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

source=pdf_text observed=2026-08-06T18:19:58.299232Z digest=sha256:c2a05d0055e50e3de352462d6642bb336dc68fc96a5d66361eea3f874324fb63

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

source=pdf_text observed=2026-08-06T18:19:58.310400Z digest=sha256:9003587dc406ed2471459c20e4931a5720fe24ae7f0843b04d6ddec553ea0820

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

source=pdf_text observed=2026-08-06T18:19:58.313849Z digest=sha256:c686c812a3c921500a56dd46d17f129fa333a007002daf800ab96bf4f5a86790

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=sha256:85053d12974902a42aa1681e37fcd0e6dfa7f7fdab0ba85ee1a554b9c356323e

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

source=pdf_text observed=2026-08-06T18:19:58.340275Z digest=sha256:a8f3627b7368e79b38057c59848a798ba95256a51d7efadca23fdacf9ba7c665

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:aea2feba5106f8b2f2da413eb86176a96ad06b2d1860d16f9c90d7e47aec77aa

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

source=pdf_text observed=2026-08-06T18:19:58.353431Z digest=sha256:5dee533cb6242b5166d2a2d5e49de27c46c69c722449f3e5c9d59b559a0c0d20

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

source=pdf_text observed=2026-08-06T18:19:58.358914Z digest=sha256:768e100d53a4f9493322119563e11da48c643cd83c7d3b3bd0ddbfc2219afe98

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

source=pdf_text observed=2026-08-06T18:19:58.363535Z digest=sha256:e88d10a4f9e3fa39a114c49ad2738ad71f47c8420d25409715f79151408d05bb

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

source=pdf_text observed=2026-08-06T18:19:58.366857Z digest=sha256:83ba40d36a9e654fba93df8ed42f9153239867fc374fbcd85339f337aa7835ed

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

source=pdf_text observed=2026-08-06T18:19:58.371372Z digest=sha256:f485f3ae5168fb5f12fcfc604d984ca5901ca0f56d256ca926f408e3e8365e36

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

source=pdf_text observed=2026-08-06T18:19:58.389505Z digest=sha256:8227fa613232dc117a101c62f26f4b0e78ba785fb66aa4c9fa2c20b274dd4073

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

source=pdf_text observed=2026-08-06T18:19:58.394779Z digest=sha256:c85f14cf8b0113ded577ebece79ee78aa90a3d30ef672af3157ea29ac0109ef3

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

source=pdf_text observed=2026-08-06T18:19:58.398947Z digest=sha256:4cbcf1fb6a5f7b8d71cd3f22f2d59cd7c7b48e8b82588f234932d1637a3229f2

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

source=pdf_text observed=2026-08-06T18:19:58.402756Z digest=sha256:e20ebaca819b42feea6fdb93da291ad75dc77f384b242d2f49354040c31b7597

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

source=pdf_text observed=2026-08-06T18:19:58.405811Z digest=sha256:e59632678ff62c43a6baa3b61c3a382b3e464e8fe0888b365a36da860fe24d60

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

source=pdf_text observed=2026-08-06T18:19:58.409225Z digest=sha256:002460cfa6edde23a2d63565bb343bad829629e7f3d0323e49618305f7c72eda

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

source=pdf_text observed=2026-08-06T18:19:58.412512Z digest=sha256:19efde61f77829748e0aaf2cec013af295093b7147a230b4b1a7a2eab8948fb8

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

source=pdf_text observed=2026-08-06T18:19:58.415999Z digest=sha256:125919c3efa14d8f050930a5604b534578e32fd335d861d63fef534e9ab8f0bc

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

source=pdf_text observed=2026-08-06T18:19:58.419619Z digest=sha256:97d3e42f14bfa3c5504d86c482c05c9d3a1871818fd5b91fa1bcd569e51b4462

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

source=pdf_text observed=2026-08-06T18:19:58.422781Z digest=sha256:52f7e1e5521bf078c37477787acfa95ca8805dd5e5cb0dafe447b24b6b04402b

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

source=pdf_text observed=2026-08-06T18:19:58.425872Z digest=sha256:55bd1c370a3e2e4ad00f168685b9c0463e05bdb48ec47712cb56b1836406903b

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

source=pdf_text observed=2026-08-06T18:19:58.430227Z digest=sha256:b62dae212db8d34cb30b927a5b3e5740d9df47a34a22316ea8b5facb2d2183bc

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

source=pdf_text observed=2026-08-06T18:19:58.433771Z digest=sha256:0c5b6210d7e86c5e85e307b77f21a7ed3d0eb8ad14f7f1f5c49d09993cf921a1

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

source=pdf_text observed=2026-08-06T18:19:58.437802Z digest=sha256:5907bf39b6a778907958d7d10236c645c8c07e729f4934cc5d7aba78d987e209

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

source=pdf_text observed=2026-08-06T18:19:58.441745Z digest=sha256:9d1ad0c797047e9d53e8c06f186624f2db6a6bba45386b7f5b4742784abee174

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

source=pdf_text observed=2026-08-06T18:19:58.444723Z digest=sha256:52fd9346addcf7194203d345348cda0f06237e02929add823b0865121da061fb

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

source=pdf_text observed=2026-08-06T18:19:58.447982Z digest=sha256:73b22adff191f7b1e872a3b2995d75a9e28b215d56009524da08583c2fb3e7cf

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

source=pdf_text observed=2026-08-06T18:19:58.450914Z digest=sha256:ff5dd737a348ebf7c01708ba665cc17ed4191e85c5814a4ace8725b8b10afaa7

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

source=pdf_text observed=2026-08-06T18:19:58.453842Z digest=sha256:343b2498cb7550ec045b4b7adaefd54c1673419acb697b102ad828fae79d2c86

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

source=pdf_text observed=2026-08-06T18:19:58.460898Z digest=sha256:7efe2e8b3cffe2371f5a3a9a8dc81e920514818c365289e5ce3934fa7e42b713

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

source=pdf_text observed=2026-08-06T18:19:58.464310Z digest=sha256:7766a5cb448ddb0b5a3f94dec81783a3c596573c91f0f5a2947620dad7b8a43c

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

source=pdf_text observed=2026-08-06T18:19:58.468766Z digest=sha256:af8d0f8f35f921ba2920e3bf9eb84bcd0808ba002b1aadba169a29404af0f177

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

source=pdf_text observed=2026-08-06T18:19:58.472069Z digest=sha256:2cbc5ff9767a8a41439595e8233e716d712ef0cff73301edf9cb07b3c8a2e092

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

source=pdf_text observed=2026-08-06T18:19:58.475274Z digest=sha256:b6a70b9682247de6a14483a479081bb0afa1adb4b8b9d05b7edc86c6db42b440

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

source=pdf_text observed=2026-08-06T18:19:58.478825Z digest=sha256:90ffbd8ce139a411780f00e3c70d557d05c9e584c1580ee821b7758349ed6475

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

source=pdf_text observed=2026-08-06T18:19:58.485050Z digest=sha256:f57ae576a230330ba873c344b28fa1207d97b18c598641aac4337ea7cad09cb9

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

source=pdf_text observed=2026-08-06T18:19:58.488629Z digest=sha256:1acfcc1d9104dc70eb47b03918b58d61997cabf20fc046e3e070606421b3871c

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

source=pdf_text observed=2026-08-06T18:19:58.492085Z digest=sha256:7a389aec819e934bb87fa91583e7746c9ae426e487236eaab8f52b575f73257e

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

source=pdf_text observed=2026-08-06T18:19:58.497026Z digest=sha256:7bae49e97c71bde67aa6adbe1dc75a183ffba27e66cf7c2aeee52aa6e2b801fd

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

source=pdf_text observed=2026-08-06T18:19:58.500653Z digest=sha256:47d86c4719f6979c943608f5c9998002e26349828a4baf3dec9c639360a8f3df

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

source=pdf_text observed=2026-08-06T18:19:58.506669Z digest=sha256:974e8f6b07f9bd0db7b2545796da0901b518609ecd999f0c6822c76824892248

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

source=pdf_text observed=2026-08-06T18:19:58.510029Z digest=sha256:e3723c5c458afb12d58e2152fbe8eb23c82c8fb89e3cbc2cea657bfc794d5abd

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

source=pdf_text observed=2026-08-06T18:19:58.512987Z digest=sha256:f14e34bee399cce686fa369b50f579363b0f8b1e0673d4f8c137e4cb6b50bf5c

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

source=pdf_text observed=2026-08-06T18:19:58.519933Z digest=sha256:4a04dc9b163577cc86281cd83215d927cde9164fdb55f252ae446fb441da2919

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

source=pdf_text observed=2026-08-06T18:19:58.528808Z digest=sha256:25bde2b7caa797b92853a79afa86925c23236a3bdd93949654c8dfd8d99e90c8

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

source=pdf_text observed=2026-08-06T18:19:58.538292Z digest=sha256:3b79c32c6962df1141119df859c032e5eef53f01ca56abc9b4ba9fd095cd7da0

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

source=pdf_text observed=2026-08-06T18:19:58.541524Z digest=sha256:e328bade2d2cf8b35605c538f134acb16cd5ddb57643e650c9c492aa2628be29

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

source=pdf_text observed=2026-08-06T18:19:58.544584Z digest=sha256:3a3a5ee027d863ca8c6f94295856a13071eac89b72c9df84ba44fbe0ed4ec520

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.

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

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

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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.

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

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Pith citing papers

No inbound Pith citation observations are available.