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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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:18:57.794253Z digest=sha256:dc7fc2eee19d2c2269a540e6dc60cb7b0d2768d007444ccdada7895aaba1eddd

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.179913Z digest=sha256:a8d8e0111707bcacb56011246eb9040a115794f26864d911d6abe1b57f6c546c

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.201898Z digest=sha256:5ebb429c785e38bc13389d67b6107716523da2d7c5bfed1688eb7454125235bc

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.222759Z digest=sha256:6cab34060ed2e96b00d9f05dcd5feaf2b4392b868f6b3c7c916158ebdce9fb2a

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.234789Z digest=sha256:a8c50be8a4e36943f208252b0e102f2f6a81a15c01286b247f00a506d7c879b8

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.245545Z digest=sha256:b2c30a038b54a9ea22bf80cea87eda02dbc193a6d8a46adcb6c7118fb5cbfe9d

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.258635Z digest=sha256:8de2b43b6b1b86c47ab4a0cd85371ce58fe00e95b0e62fb9b2e24cd79acdea51

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.287589Z digest=sha256:13798e0c8c428e74df023b3e10dc670c56030139dfbcd56c71c717b164eacb81

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.299232Z digest=sha256:0bba95d59f4d48f9bb6725420255bf1cd0f262988064e77df5863a175145324e

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.310400Z digest=sha256:a011af3819ac392efe2475cdc30c888c1a052aec9989e26ec413029ff3b18d73

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.313849Z digest=sha256:e5e5cf475c0f134f4eb460a2d2437c479ead3477c6ee28ea2b9e00adbf0a4b4d

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.340275Z digest=sha256:aaac6b03cb9c688e94bbd04767bc1fb98674e96475c8bf2beab1b5c134cbd163

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.353431Z digest=sha256:7fb73c16c8279662a2276b4144b9cf9b26afc6a25c541f175ac588ddd2669cfe

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.358914Z digest=sha256:9704898def4bb4b00e041cc24f438cf580ef5c10b1d27d7cf6864746476b10ec

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.363535Z digest=sha256:c0ed3ec1f1e639ed3f223ce1b69a3b264a4cf5d7a19ac10fc218ec47813af377

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.366857Z digest=sha256:f406d73176c8260239c60ed2f353f915c5416d4e88574f076c75615deb1ddf4b

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.371372Z digest=sha256:0cfdc772ba97984183deb53852ae938f0c6b0b5f012223c9fff9d7840b8f23b9

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:d09211e9010c35d73c6f7e2fde4aaa4927965e245db4ea2fef0dca2a91387500

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.389505Z digest=sha256:a753d78cab4b7b46007a53969924d555b049441c0a20bf78ecdafdafccfa3aa0

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.394779Z digest=sha256:caefcb35fda8ac52847b858c50ac4375805dbcab0ec43849b2c9e7e216696081

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.398947Z digest=sha256:8c824035be7f297df3a583a15450ba6beba958fd1a568d3f95772e564b9e946f

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.402756Z digest=sha256:b3685b6ee44cfd840d4e044301be38d22cdc9c908885a91facc2a78256435baf

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.405811Z digest=sha256:f4e390896f5f03ff6cebd6ee1f6b82de7948947f5b6aa0f3c7ce7f6cd7059420

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.409225Z digest=sha256:3141d5883cab04db2c400fa496de8d965a67e29daedbddbe0732436b5095fffd

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.412512Z digest=sha256:fb0042482cb68a36b30b7d6e9ef2000e0a48ec75bce28224e81968ad11cdf177

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.415999Z digest=sha256:a114d61b89500ae62cf36c733e9c77bb5fb5d078ccfee802b9880059199997c6

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.419619Z digest=sha256:742cefe98c9dc327a119895fe6e88352d392ffb14383d3de4ad49c0f985e0dbb

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.422781Z digest=sha256:5f9486fe7a7b71d386435942b74efbb88a606ce84bc1a60790791a5a342346fd

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.425872Z digest=sha256:fa17c4f018a59056d35422c29ce0cb55983355c675a6032b43f5c7cbd7a236c9

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.430227Z digest=sha256:8d04b7add846fdaffe269cba9b4d6a8b9199793f8e8698de95493e83bca88d66

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.433771Z digest=sha256:eb7c41ef8f1c44ce27cec8afb07ce96b9e86ba2b37cb16755898e691616215b9

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.437802Z digest=sha256:0faa2b2d473d92c8424e4a54494cb46e670f9975941fcb844d54a14e68a81c7d

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.441745Z digest=sha256:ef65f1b287bf1ad0f5d4f293898d2d71f0c4b0e103dd97dd836654a837f3b1c4

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.444723Z digest=sha256:4a3ff8a1ea5e503ad73fc15cee09e04f551bd6903c9fbce8fad07476317d0e7c

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.447982Z digest=sha256:b2f57f6f27f97bcaf0915ecef3ba859d2deaa44174d5d799b6ac0ca572a10976

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.450914Z digest=sha256:7397563e48be9cfbcdb28ca4b98b0c9d621644370f650cbc1579af8d833e0bfa

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.453842Z digest=sha256:99e659c9ead34ed04d782b30d49c52d00ccd74094c27e3646626928e5eb29026

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.460898Z digest=sha256:ca2163ee8c2ce7e4ac6af91946384b23361e80f4938cd0edaa73e1244c8f3910

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.464310Z digest=sha256:a86345dddb5f102af5a4621ea088dfc6a9cb3518236fcbab64335a9519f928e6

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.468766Z digest=sha256:f25356b569030d45efb5f6e30d405acbbde588f9caac1f9e1c9a5f85e48b46bb

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.472069Z digest=sha256:18cf3ee826645655eae6f5881c2ee6a2595b35057d9d2ee136953d6272ee3414

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.475274Z digest=sha256:2e34b893eb6743f563b2890ff753f87ca9aeaa3bc035f44d73efc1d51761c328

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.478825Z digest=sha256:fb13e2b7c395430ec1d47da2ad0116542e5d6d6c38c99d00d116639ed15d46d7

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.485050Z digest=sha256:fcf410e5a5c838f910d821f187a542b05a1c1d89c179c13353eb33752b6f4e7f

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.488629Z digest=sha256:97695ea5ea78ae737e482b8def992d4df84a663ae1f2bb14d7bb896cef218354

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.492085Z digest=sha256:ab54ba830204b5a6f78f306ad70c4b3208ceebc3fab0e008b86d467790a074b4

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.497026Z digest=sha256:8b2bd818ba6bc8600fde4ef197401a86f3153a8c6bc21341c3450f4598bae3b4

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.500653Z digest=sha256:05060cec916c45e5c53687bdf82bb5fd0f0403a9eb6f5326cc01b817f665e006

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.506669Z digest=sha256:e14d2a034a0cc32b3552bd30150f39b50c43627e3e78d53c475840da97d9ca2e

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.510029Z digest=sha256:759b4344d6e202cc551ceccb466aa033d85b678ea200726542fa700feed593f6

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.512987Z digest=sha256:8c4fbce885b1a46a1ff9be80639f5bb1a9dc4515922033fa6325fd355f670764

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.519933Z digest=sha256:8e4182b4979997790ec9fe464e67391c8245b37ae66ce93ebd05a167e461801b

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.528808Z digest=sha256:d080f05e0611137685cfe9ab90ba103fa73cb2d9330ca0ac902d6911717a8877

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.538292Z digest=sha256:bb4b4a641872d52557132e1c1e071d16e0d8e36dcff01f91c5bdf0ea5534f0b1

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.541524Z digest=sha256:df7d63eb9899f8e52000a5d44425168345a59d9f0d355f3d4354410209cf4eb3

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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.544584Z digest=sha256:c17111eb61f693bd08794427b7a61c0e86a9b51343705a7d94ec570f425ff224

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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T18:19:58.559143Z digest=sha256:9757dd1db7d87736e8a7140d322776d3cfdffff827fdfdd77b3bfea0c34766ef

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 2026-08-06T06:34:29.942622+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.

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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+00:00.

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Pith citing papers

No inbound Pith citation observations are available.