Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:19:58.571730Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:19:58.571730Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
79 of 79 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8fa56023-b82c-4b50-a11a-2e364d4eca2b · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Software documentation: The practi- tioners’ perspective,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ecf96a1e-2c7f-4e45-8c8f-853fbaeee8e3 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs A human study of comprehension and code sum- marization,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2223ee5c-d82f-44bb-861c-3971a1658dca · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Understanding source code comments at large-scale,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 96732c60-e225-4f7e-9f2f-286362c02c68 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Using traceability links to recommend adaptive changes for documentation evolution,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dd63a83d-d81f-47e4-936a-b1d260fd0b36 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Large language models are few-shot summarizers: Multi-intent comment generation via in-context learning,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 630d30bc-2203-4217-9210-db970472f0f5 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Automated comment update: How far are we?
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7d4f60ad-82ed-4636-a6b5-6d71d148acd5 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Automating just-in-time comment updating,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 057de0a2-a0d8-48b4-9f1c-a0f925420254 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7aa52b37-805d-4ca0-8c90-96de86d6d7e2 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Lamner: code comment generation using character language model and named entity recognition,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5b57e28b-66be-4fe9-acf3-7864eeea19db · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Few-shot training llms for project-specific code-summarization,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ac4c8b58-a7e5-4d17-accc-af075d521346 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Source code summarization in the era of large language models,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8edb5f31-433c-490a-92a7-2e49000b28e0 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Palm: Scaling language modeling with pathways,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 99434c18-78a6-4c42-af32-86b5eb2abded · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Emergent Abilities of Large Language Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0236c077-30a1-403d-8805-329058bd1e06 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Mistral 7B
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74ff57c7-988d-4879-8a1a-4999167ea8b0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52caf5a4-d5b0-4c1a-a26a-b56b770b6b0a · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Evaluating Large Language Models Trained on Code
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e01bc3e-4013-4ef9-99f4-1bd09162f3a2 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80c3a426-4a53-456e-85a8-a73d202fcffa · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs An extensive study on pre-trained models for program understanding and generation,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4f6943a8-ebac-41b9-8204-0c5e37975662 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs ClarifyGPT: Empowering LLM-based Code Generation with Intention Clarification
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe410d96-f086-430e-bdb4-978e9e01088c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 189fc815-21c3-4bda-a7df-94e5ae14635f · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Fuzz4all: Universal fuzzing with large language models,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0d755543-fd3f-4ecb-9b1d-3f03238241bd · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning loop invariants for program verification,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 67b70bc6-80e1-4160-a6b9-51e39bc206e6 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Can chatgpt support software verification?
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1140918-a5ec-451e-b273-0dd433b74822 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Hello gpt-4o,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53c1c4ed-8ab7-44b6-9f93-ba72fb532660 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs The official meta llama 3 github site,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8cadaed0-87cf-4b15-9d9d-c3fdc03efe38 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Code Llama: Open Foundation Models for Code
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 227026d9-4785-42df-abed-e679e9a1ac95 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs DeepSeek-Coder-V2: Breaking the Barrier of Closed-Source Models in Code Intelligence
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef56046e-422f-4939-9f69-72bccd79cf1d · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Gemma: Open weights llm from google deepmind,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7529c894-064f-46f1-beca-1b593a83d846 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Examining the evolution of code comments in postgresql,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 651729c7-f4f5-4c0a-8358-616701184a50 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Hatcup: Hybrid analysis and attention based just-in-time comment updating,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b7018f9d-8a5a-4232-9a84-e7e9a603aaba · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Deep just-in-time consistent com- ment update via source code changes,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dea758ce-8b19-4da3-b129-c29d45d0b76e · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs On the use of automated text summarization techniques for summarizing source code,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9508923c-05d4-416e-8a33-df78532b752c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Evaluating source code summarization techniques: Replication and expansion,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bc828a24-a228-4959-b0d8-1ab38dc7d6aa · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Supporting program com- prehension with source code summarization,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c2cabb12-000b-4042-824d-96d954442853 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Towards automatically generating summary comments for java methods,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 728ed678-42d5-4e6f-8747-25404ae077a2 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Clocom: Mining existing source code for automatic comment generation,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82814ed2-3150-45a4-8695-a6cc34e43bee · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Extracting code segments and their descriptions from research articles,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c02609b3-a98e-48db-a86b-ddf6a98de966 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatically generating commit messages from diffs using neural machine translation,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4033712e-602c-4dce-9d01-9815c364663c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Autocomment: Mining question and answer sites for automatic comment generation,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c6a3d772-e688-42b9-8e14-0d180e74614b · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Codeattention: translating source code to comments by exploiting the code constructs,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 33b10fe8-f4e2-4ad7-9b60-da7358d9641c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Summarizing source code using a neural attention model,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 21f5b9a7-458d-4442-b397-07bbfb6302f1 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatically gen- erating natural language descriptions for object-related statement se- quences,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 34eb0116-5dab-428d-8c67-1e95a8382d6e · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Cider: Consensus-based image description evaluation,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 803f5dab-0402-49dd-b416-122995533e48 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Im- proving automatic source code summarization via deep reinforcement learning,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 909fe73e-2b7d-4565-a08d-546c45cfc417 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs On the properties of neural machine translation: Encoder–decoder approaches,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9b537a72-d5be-48a1-9948-66a3e253bfb2 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs How do professional developers comprehend software?
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cfbf13b2-b3d6-43f7-a40b-fa11b2e9ae3f · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs A Convolutional Attention Network for Extreme Summarization of Source Code
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0ffd0d3-3142-4958-8222-88a7abccce8a · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs /*icomment: bugs or bad comments?*/,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 593d3c32-545c-49e7-afdb-449de0581c5f · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Automatic quality assessment of source code comments: The javadocminer,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30ccaf3a-6c3f-44cf-91db-266eade40bd2 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs @tcomment: Testing javadoc comments to detect comment-code inconsistencies,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1adab188-aa84-4edc-a33a-5c24e40c24f7 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Detecting fragile comments,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bbf16b1e-e557-4cf3-a1f4-47727a95cc7c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Android studio,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ccfa1e4-8bb4-4adf-b9ae-7f6a7e44f503 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Xinyu: An efficient llm-based system for commentary generation,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0dcf8a5d-66f4-4b4e-8d3e-714331c1af3b · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Detecting code comment inconsistencies using llm and program analysis,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3fc6b826-41c2-4c67-800e-3ccf24057073 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Chatunitest: A framework for llm-based test generation,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 485a302b-65a3-4eb4-bf0b-041d225eada8 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning to rank using gradient descent,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ecf8f0b6-49dd-4393-b4a8-301ee70cf139 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Contrastive learning with hard negative samples,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2a75379e-7bef-477d-b7a4-68f49c396232 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Approximate nearest neighbor negative contrastive learning for dense text retrieval,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e1a05d3-f18e-486c-a1a8-9ded85c1d4bd · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05ef7332-66ea-4cbf-ad4f-a49f8e522cf4 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Rethinking the role of demonstrations: What makes in-context learning work?
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b0acf44-57aa-40b6-9c06-6caad31cda2f · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Retrieval-based prompt se- lection for code-related few-shot learning,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 097f30b4-be34-4d1d-bae1-90d231f33b53 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Learning to retrieve prompts for in-context learning,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 984cb804-83f6-4cf4-b453-d01007cdede1 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Retrieval-based prompt se- lection for code-related few-shot learning,
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94691353-bc24-4098-9958-55221c23354c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs CodeBERT: A pre-trained model for programming and natural languages,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df80cef6-45d7-45bc-80e0-32ad0a4c2e51 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Available: https://docs.python.org/3/library/difflib.html
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c549df4e-5e71-4785-835b-ed2358bf947c · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 122b7421-2f66-408f-8614-eb45f18f9f8d · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e93d5ca-6d61-4cee-848f-44c3ce3f80a8 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Adapting deep ranknet for personalized search,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9d380eb6-10ce-4569-85cc-cecdc4ecda39 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Ensemble network for ranking im- ages based on visual appeal,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1bc6983e-483a-4bf9-8ff8-30c75553b50d · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs A large-scale empirical study on code-comment inconsistencies,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dad0866c-51a5-4e06-94dc-b92c3fa002ca · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Qwen2.5-Coder Technical Report
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 074bc9dc-2faa-4bb9-8fe6-10ac1c7fffe5 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs On the use of automated text summarization techniques for summarizing source code,
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2df66ada-d2d8-45ef-88f5-05447a346bdf · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Deep code comment generation,
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a903bf1-2074-454b-89ac-db3f133fc579 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Summarizing source code using a neural attention model,
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e2fde129-a664-430a-aaa1-b06cc79342ea · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Bleu: a method for automatic evaluation of machine translation,
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e7b90e3-1682-44b7-9ad0-7d46b2a2d9c8 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4a42ebcd-8c3d-4881-9d02-fd3a2c7c0bdd · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Rouge: A package for automatic evaluation of summaries,
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e040aad7-9005-4cc8-b4dc-83e873f3e499 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs A technique for the measurement of attitudes
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30519476-7db1-4781-a89a-569b7fbf3961 · outbound
LLMCup: Ranking-Enhanced Comment Updating with LLMs Available: https://github.com/meta-llama/llama3
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.