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Paper Citation Record · LEDGER

LLMCup: Ranking-Enhanced Comment Updating with LLMs

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:18:57.794253Z digest=sha256:d109f07032bd1979607ff1887fcde2d1bd64cf72b3d6814f670c292aa99ed504

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.179913Z digest=sha256:d4188121050794b64b120db9d84338e92cd47ba0784e5e7b60417886c2c17e20

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.201898Z digest=sha256:133aad17b55c7bcf2221e44f27e5c5452e83b0c0318b95d77d50e9584c7f0b38

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.222759Z digest=sha256:2886ade327e7351d2155d179dd5c58f0d6d1a606294b875f5e1cb69f793185e3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.234789Z digest=sha256:eaae6963dfeac8c09afd8333ab5732063edc6797b4ef73b3dc3cc46ca2cff3a3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.245545Z digest=sha256:553d24c18d17879aa9fdc8b02b0a110b90398e658dc4f569d5f4aad0ccd2770c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.258635Z digest=sha256:c8a67c9ef40abe39eb36d7b43f8c91a55b51d5824aa1165509a686fcfc902209

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:ce5da64bd22c8a7de3c79e186c77cddb31c53a0b397a2e55379d2e3f59c5324a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.287589Z digest=sha256:680773014eecfb2039c25e79bcdfed09135441c5368451015e9da962012e4a96

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.299232Z digest=sha256:17f75d38c3454aba5b3d823d3f05dfff09f6cab6b3dce495bdf55bdee0d6df3c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.310400Z digest=sha256:a7ed2ff955e393ae2af370cbeec6bd19a0a99948af87c8051cfb40ef1dea7a14

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.313849Z digest=sha256:4729afd6548753da606fa9197b19a70870a4a4c3e29d5672259472df5c137bb1

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=sha256:770d6508467e5fcb8982d7717498cb83756f09d05d73fb57fa40f027c21c7ca0

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:cd04a38223bd1d7f8ab0f29a528d8b1233cc4abd83510b38c1a8cd672627004d

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=sha256:345de9c5ab05295a604bd35271d5672c76595c27447c773b2e1fbc3cad318435

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=sha256:2fd9586a4874f541c5bd53c5fc6f2d86e738167461423a82d7923663349240b1

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:e54b4aff4fff55c40ad1c8fee448dc886ca3ee43068b2eda3bf8d99c359a8c22

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.340275Z digest=sha256:efd958d1a120e890ffd62977d7dcca9d77e0924e225cc71e32b9c9436d47d140

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:f14404af210b845742f77476660542313d98ed4cbd813bccc720211a4cb13fdf

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=sha256:8315e09695e55a3b716a94ebd672350e9b34c05eecfefd850ecce64132f6b9db

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.353431Z digest=sha256:a944460e94b083c97d6d19f2cf5a49d4091006cb7fddd97e1899bd956abe2379

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.358914Z digest=sha256:ff90cd1ad23865895fce0e9ed013c5987507c35cd55cb02dab7e8cd8242002b0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.363535Z digest=sha256:883753f938ad44ada2d93c662f6b8128aa97b5436485c8d28dd34a1f2a7cfbea

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.366857Z digest=sha256:d4b3949d2d8198cf78905543a697237836a1c97a62d3d68dd125634832db7367

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.371372Z digest=sha256:a7575dc5b1e6c0e8b5fddef40491f2fa3fe97053b21392c43ba0a41504f1b9a3

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=sha256:3b3d5e4b11a8615b186ba54b0dc4facfec3e85a1148dc47a9653f807afd443c1

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:ce33c2e6d7e5bd802e3a02fc5c7d2f8f8d89deb1099499c29ff08df2052a7513

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.389505Z digest=sha256:686884972c987260fb1f61f06390e8cfff3602387c7679f150775ae4a3459078

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.394779Z digest=sha256:c0f235d26ca69341920a262876047532d7419b2467cf3de48f893421d4002e0c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.398947Z digest=sha256:feee1fc16a7a24c24405a9bc30f78e1c7ea5086ee1735409596deb0e727347ad

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.402756Z digest=sha256:e788cfaac3aee399cf1c9b28ef73858edda6252d091e2ebd5a2b467f2a6c52f4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.405811Z digest=sha256:d01f68721fd36ef0bfe429ffcc0f363c1c455f928591f91938d57ae84a0db528

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.409225Z digest=sha256:c68b9ea521bab4a6602850f3864d588a6d33d5a3d7a4ef3122327dcbe178bba2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.412512Z digest=sha256:537de17139a14e1ba589abfef31cfd395811c30cb741ce460dfe9193d3633d0d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.415999Z digest=sha256:ca7692825ec34a1219fbb343d23e69fcc446ab1e5e61aab0f560d7889cde98ec

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.419619Z digest=sha256:8359deca69193346f67382006897825941c0840b6031c83b2a64a59d48d909b6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.422781Z digest=sha256:9d8faaf6174bb7bbe37376f77fc28bc6056f55509845eb08fbf10eee2684afc8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.425872Z digest=sha256:d6c0be1ef041fb86043b3b08024a05c5eb9235535c7827edcd1b8012a83d9d00

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.430227Z digest=sha256:30397ba99a1d63aaf9009c05ec25b885f387578e63f9b1076dcfcdf57778a2b3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.433771Z digest=sha256:1ded1274119eaaecf92207a5bff09acb9d7ee7346b37ecba60af2c0d5041aa20

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.437802Z digest=sha256:27188106a5caa9c478a3782db4dcac93c64c74761eb342fad47c3f876f462beb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.441745Z digest=sha256:c10d836aaada13fd34ef3675c56cddd218b443c2703407bea3c0d3c2da25c218

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.444723Z digest=sha256:f1bbf20fc0e2da4002168820d7d8f67453313dae20ba70df605b0fd375f61336

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.447982Z digest=sha256:22889bafacd24ccca90e48604bce7f582f2190a959dbf01fef7b081a980f08d4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.450914Z digest=sha256:56dc2846b5130a0d0cbfd7613785add7f0848a0c282012b88ad738df4bcd68a5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.453842Z digest=sha256:fc4ff7c1243f72d72b4a00ecd736c1b17025539fa0e392a2e48ccf69c706d0b7

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=sha256:5839457f64388f82a9ffe8fab23f10c2dc4feca7b9e7b0b56195eee0334bb04c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.460898Z digest=sha256:fe2d81ba3eb5e4f8c9a1c32215afddaef8b60751e044c9ed1331d2879d96608a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.464310Z digest=sha256:19f15f6e49ee8f8eebe5abc582cab97a41e9fb3badeacfb178108e4ffa52935c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.468766Z digest=sha256:ff9be2288de7a6291e2d371d50e7dcd81d3ee6a43a2c3bcd84aa31941201f288

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.472069Z digest=sha256:32b329506378fef8200c3c528f668261cd9e58d3a0a5bbbdefd89dd5de3b1951

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.475274Z digest=sha256:37dcf8f6a1d9e15bd7439e59e3de181dbc4f52794362d25cf504e44a260ebdbb

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.478825Z digest=sha256:6f3b10289a8d4932438913dbbbac0bd13791b4ceeb6bd40607c2e14b9f779bc5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.485050Z digest=sha256:6a2e9b1a777c22ce591f43a229f38d5def14dcde1bb1d8ade6c57d37af219cfe

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.488629Z digest=sha256:fe51261c1c620828a1ac0f8012a1842ba54bd1fab37ab113d2e071e452b9cebf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.492085Z digest=sha256:f20510e9cfa04b49f07748b6bad13262309c8cd044021bf38e5124dab5b2d09f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.497026Z digest=sha256:efacb899f545d0229917f30b1d6319e8783d6ae342a4ec299e365041c45fe139

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.500653Z digest=sha256:c4362f6d8d3643de4b7970fee1031813f1ca9f97d70159092fe7967ac06f2efd

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:f082540f976cd1dd9bb2666fcf5144bc4aaef12537b89711877e5d2f21e3a0db

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.506669Z digest=sha256:42f4f8ec6f38381206a878a6b6b54bad517d6f60eff1427f50a36e3d4b0323b4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.510029Z digest=sha256:dfb1fa87d265925fc5b3185c5357ca42ff0d6a4a619d03b7421241b672d77cb2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.512987Z digest=sha256:57012f5f3162b61d2e68f1e073c9fd9d000a56b0b4aa8462a88edc15ff9ffd2a

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=sha256:98e737e71d89de26339bee3491fd6d8a1ab4f1768270db099e359e7076d982f2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.519933Z digest=sha256:d1aea0d59318a6a247538811eeac592a70aae7f9a26ea3fb6d301126b2578059

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.528808Z digest=sha256:64215fac318f1cee41fc949ea557ea74c60cb66d68a81f257c0e3ffc8fb1a74d

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=sha256:62505d7bd7348056272be02794d5bfa68e30d2f6193e57a305d62084026541b8

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:a04c9cc3962751666e4e87bfa4b8713925ee42b07466c3a92091f498b13cd1a8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.538292Z digest=sha256:302c2fe2a85441ab0b0a4fe8193881def627aa1fd854666c82dbea40cb8d2489

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.541524Z digest=sha256:1bb4632cb55ea13a7f203c7b9c7e47221141a280948c87a4d73c6ef128fd04b2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T18:19:58.544584Z digest=sha256:f3071e59151d6a9c7f65d42cf928d6471cc142719ac741a43fc9edc2cfc2a736

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
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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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

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Pith citing papers

No inbound Pith citation observations are available.