Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T07:34:22.044010Z
Paper Citation Record · LEDGER
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization
As of 22 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 0 inbound Pith citation observations for arXiv:2601.20147.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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
Reference resolution
70 of 70 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved70
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 4a64403b-d9f8-426d-87d1-27571c83b764 · outbound
This paper cites GPT-4 Technical Report.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization GPT-4 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.838123Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ace39f3d-553c-46de-8ca1-b54ec94c072b · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.842263Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3b97556-b8b5-41a6-a687-9c609a1551ed · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.845379Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed1ea758-e8ed-4609-8f8c-b09e48b7b688 · outbound
This paper cites code2seq: Generating Sequences from Structured Representations of Code.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization code2seq: Generating Sequences from Structured Representations of Code
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.848622Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64a2d9f4-4c29-4292-844e-3015d6f592ad · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.852348Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e335385-bcda-48c4-9407-9c0e62d7734e · outbound
This paper cites Devanbu, and Abraham Bernstein.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Devanbu, and Abraham Bernstein
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.855695Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ade6e7fb-9763-4d72-b306-53948fd4e519 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.858902Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b63d8e7-084a-41f6-a3a3-6d09f4cef5b5 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.861719Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feec8c3d-6095-4b5b-a52b-fc7a76a7aaf8 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.864660Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c91032a-e102-4b85-a089-ea0b47dea26d · outbound
This paper cites Universal Sentence Encoder.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Universal Sentence Encoder
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.867565Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d46d307-48b8-4180-b594-c15c58baa253 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.870602Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9c62da8-b181-47e2-ada2-b13f64622e45 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.873397Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86cb65ec-21b8-4676-90a7-26255b5f2ad2 · outbound
This paper cites Supervised Learning of Universal Sentence Representations from Natural Language Inference Data.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Supervised Learning of Universal Sentence Representations from Natural Language Inference Data
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.876271Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a393def3-0f6f-4d3d-838d-d7bece1c90bf · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.879272Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2854704-0d38-4a6e-aead-13eb3cb1847e · outbound
This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.885254Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1c5bb5d-ab6f-482c-bfc8-9b6093b11dec · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.888308Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3709f84a-7c75-4880-bab4-7e46e30c07b0 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.890981Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 292169fe-7434-4191-8733-8a3bdb1e8994 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.893686Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e60bd82e-3871-4c63-af9c-6cc2dcf717ed · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.896381Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c770cf5c-5b56-4978-a8f0-dd9138400ffe · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.899389Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 214c992a-c5d7-4432-9d63-eda3058bd3a3 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.902156Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcf33b71-c4b1-4826-9734-9b017d3f42ff · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.904845Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f88aa64c-fe0a-42dc-a9be-82b0b5513ae9 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.907873Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a80912e-ae66-4216-a6e0-1497a9981ed4 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.910743Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0766740-d2c5-4ce4-a981-1782606645ca · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.913604Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb58176a-8476-4bb7-a415-c28ae067b44a · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.916228Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60fbddd6-9b56-4c0f-9bec-83a9558fae80 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.918991Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c743bc36-6db7-4acf-948c-28cbf95b6cad · outbound
This paper cites Decoupled Weight Decay Regularization.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Decoupled Weight Decay Regularization
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.921891Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f288688-a884-457b-a97e-85349324ed8a · outbound
This paper cites StarCoder 2 and The Stack v2: The Next Generation.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization StarCoder 2 and The Stack v2: The Next Generation
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.924844Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 550acdc5-f431-46ba-b591-7e9cbbd81201 · outbound
This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.927888Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca09a6ff-7f45-42bf-8d72-e84cb372b72e · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.931293Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afed6ce1-b279-486d-9bfe-c4cfe820e5bd · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.933953Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b83b1ec7-646e-4bfb-971c-aa332a845cb7 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.936755Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eada5cac-dcb4-44b2-b586-c1b3640fe331 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.939553Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c87eade0-cb18-425a-8da0-db5d3c719ba9 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.942292Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3570b5eb-33bc-4a21-87b3-badc37b50080 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.945173Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fac14003-1a3f-43ad-9a0a-7881050b5113 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.948073Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fceb97c-112c-46fb-aec1-2f50f09d0246 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.950936Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe0154a8-d2d2-4f5c-9cec-c827a3c340f4 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.953659Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b54c18f-37f6-4ed0-ae74-e98feb62d69d · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.956525Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4163eba7-eaf9-4491-a63e-b238505b2430 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.959385Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1a70615-9660-40ce-9945-49951b56bd2f · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.962233Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f7fa8a2-dd35-40ac-91f7-ccf77f69f5be · outbound
This paper cites CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding Tasks
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.965021Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 719ff566-2ef9-467b-8f7e-907bba7f8200 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.969430Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6db3d5c4-ee05-4aad-8f85-6866bfde220e · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.972974Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd5db4e6-b790-44d0-91c7-527b29eea072 · outbound
This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.975747Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea97c1e4-c173-4cab-b15c-7af4d17e238e · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.978701Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a82604b-dfce-4c22-b99f-a73bba1aa2fe · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.981448Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1e39aeb-6903-498a-9b9f-36f0c34e3551 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.985068Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8f4ccb8-3ca5-41e6-8eb7-b0005da211b5 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.988124Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c5fb8b0-58c2-4ee7-a7da-bbd9a2eef542 · outbound
This paper cites AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.990897Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef1b5e07-6d5d-4f55-94db-82aa7c0ef0f0 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.994039Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af9816ae-790e-43a8-a3d8-204d0969cb6e · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.996790Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e288029-f5ef-43ff-81d7-63fab1d032ff · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.999451Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96ab0ada-4059-4cfc-9d32-6337e956f700 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.005422Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42da1daa-aedc-4ae5-a7f7-1d8a4322e9ad · outbound
This paper cites UL2: Unifying Language Learning Paradigms.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization UL2: Unifying Language Learning Paradigms
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.008543Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b4b71a8-0b62-4ece-9267-23223dad96c6 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.011580Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dbc3f5a-3f46-408b-b4a0-69202c2fdd76 · outbound
This paper cites Toward Neurosymbolic Program Comprehension.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Toward Neurosymbolic Program Comprehension
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.014373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad62ff13-5679-47eb-ac0f-bd389918e4c3 · outbound
This paper cites Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough?.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Optimizing Datasets for Code Summarization: Is Code-Comment Coherence Enough?
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.017508Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e80b91bf-6de8-40ca-b565-e1bb4d65a812 · outbound
This paper cites Anempiricalstudyonnoisylabellearn- ing for program understanding.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Anempiricalstudyonnoisylabellearn- ing for program understanding
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.020459Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b59921f-251f-4dc6-a80b-d66761778e32 · outbound
This paper cites CodeT5+: Open Code Large Language Models for Code Understanding and Generation.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization CodeT5+: Open Code Large Language Models for Code Understanding and Generation
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.023318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf99f545-bc75-4c56-9ce7-807a5458ee05 · outbound
This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.026402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e32fd5bb-effa-4ac3-9817-e978d655e61b · outbound
This paper cites Less is More: DocString Compression in Code Generation.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Less is More: DocString Compression in Code Generation
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.029488Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca0fb14c-078f-4f44-b9c8-0f804dad14e1 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.032488Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63463e63-d491-435b-95f1-16e32e8343ca · outbound
This paper cites BERTScore: Evaluating Text Generation with BERT.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization BERTScore: Evaluating Text Generation with BERT
Reference 65
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.035315Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4088eb9b-38ef-40ff-937f-3be8241a2f17 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 66
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.038303Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3fb5ccd-0359-4b9d-a9e6-266914a70ec9 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.041239Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f587530-51d5-412d-ac67-b02de50327a7 · outbound
This paper cites an unresolved cited work.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Unresolved cited work
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.044010Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8da281e6-982b-4092-9cb8-2253403a1810 · outbound
This paper cites Source Code Summarization in the Era of Large Language Models.
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization Source Code Summarization in the Era of Large Language Models
Reference 2024
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:22.002430Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c5ddfb6-856a-4844-8999-d7896860c0ed · outbound
This paper cites IEEE Transactions on Software Engineering (2025).
Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization IEEE Transactions on Software Engineering (2025)
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T07:34:21.882562Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.