Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:10:14.537702Z
Paper Citation Record · LEDGER
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs
As of 12 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2412.13467.
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 2026-08-12T06:34:41.77262+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
67 of 67 outbound references displayed
- verified exact0
- verified fuzzy5
- unresolved62
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8c67554c-4824-482c-873f-515b51314e8c · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.538669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5d79eb1e-619e-4221-8d9a-e7f3be72cee6 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.525308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 157cf465-f5b7-413d-b880-7bc9b4511f99 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.511753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b1d355f5-7ee7-4eb7-ac29-8625ac91fbe3 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.497630Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3772c57a-b4d5-40ab-a1e9-4cbcfd9edc66 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.482097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 33e093dd-e4a1-4abd-9ee4-a8b695d9d3af · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.467848Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1d8b7c95-d4bb-4975-b107-5a8dc55143ec · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.453598Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c20ebd9c-bc11-4df4-9ba2-9122c7f22cda · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.438539Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bc31c7ce-1062-462a-9303-273f585b070f · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.424211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b4d6855d-ae5e-4268-ad38-5daae5978ee4 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.409447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 44f29668-ce61-48b7-8955-eab50bd6bc9f · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.395161Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e27eca19-11fb-4225-906d-e62338ffbd4d · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.380794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 44257c90-f8df-4348-b296-23bc1557aa13 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.365991Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f7a0a61f-0893-4498-95f8-d62ad24bbd0a · outbound
This paper cites Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.277514Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d40c9085-3af2-462f-8462-389ed2164550 · outbound
This paper cites Gelly, S.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Gelly, S
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:10:15.351892Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e20cf070-23cf-4c3b-8175-f481a5ab288e · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.337695Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0d741210-776b-448e-a098-b89f5cfabb3b · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.323749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8e92ca8e-73c7-479b-b797-440e81fd50a5 · outbound
This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs CodeSearchNet Challenge: Evaluating the State of Semantic Code Search
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.296969Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f2f1038-6b56-4e7b-bac9-9b155af95207 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.309170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation de00468e-62b3-4639-8a8c-77abbad87a64 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.295322Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 954f188f-687c-46a1-8b26-b64ee7fad954 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.281299Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation bc6207ea-eb66-487b-89e3-056772da6b58 · outbound
This paper cites Zhang, M.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Zhang, M
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:10:15.266547Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 101ef360-c695-46db-a428-6e24264db28a · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.252277Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8ecd0f32-5ba7-49a0-a967-2422fdcbbf77 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.236912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fbeb1d83-7c9e-48d2-b7b3-b54c3f04dffb · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.222351Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 96a7421d-c114-4c9a-aac0-c75a6f0b86ba · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.207820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ac1e439b-9ac2-44d1-b0f5-41ae28c383f8 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.193949Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 78aa3cde-0837-442b-b24d-c633cf7fe822 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.180168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f499fff5-ff83-4438-8ce3-f07061ba3724 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.164439Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c8655422-91a2-43ad-bc49-22b368db7fb8 · outbound
This paper cites Vul-LMGNNs: Fusing language models and online-distilled graph neural networks for code vulnerability detection.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Vul-LMGNNs: Fusing language models and online-distilled graph neural networks for code vulnerability detection
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.356318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 455b7883-bb9f-445d-8e7c-049a0207d7e7 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.150027Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation eb191818-516d-4f90-83c0-867b2bc5bc16 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.135125Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2570341c-1293-4ec6-8467-d24a22e11d45 · outbound
This paper cites Jiang, D.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Jiang, D
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:10:15.121283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e2799d6c-19fb-46a1-8589-c3d2d8d99b5b · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.106994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 591b11b4-3d57-448d-8906-84b73c7f8de8 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.093450Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 82593950-9a56-4b55-abaa-14cf5f05cc4a · outbound
This paper cites Longpre, S.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Longpre, S
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:10:15.079258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6d925cb-6ca3-4864-8371-9531671f3bed · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.065224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a8471433-d1b3-4555-ac11-c26b2f31410b · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.050284Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 48a7ed82-b587-4f9e-bd2a-f2d5a85003a6 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.036008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7059bc31-8cc9-4bb9-804d-58f6aae2705d · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:15.021407Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 20333cd1-9d27-42d1-b531-f0687ea4552b · outbound
This paper cites Gurevych, I.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Gurevych, I
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T13:10:15.006833Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3511cb2e-38af-4c14-8626-9863db02fd5f · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.992719Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 253a7a66-bb4b-4e3d-bb55-610297ff37e6 · outbound
This paper cites Combining Modular Skills in Multitask Learning.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Combining Modular Skills in Multitask Learning
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.417515Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94eaa258-fe9c-4774-a35a-8f389dcebcc7 · outbound
This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.423228Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfaf819d-a893-4c95-8e26-22914f2981af · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.977754Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8de31e96-253a-49c7-a338-eb6caf63d854 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.964494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 27b7ffdc-4b79-4ea0-9552-776fc3606720 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.950776Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 809638e5-8c45-4f98-8244-db28b708d903 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.936114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c795fdb5-3a05-4040-965d-7c288fa37685 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.921066Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation be3915ba-1882-462e-8d3d-06a14a6c6750 · outbound
This paper cites Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.452631Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba4457dc-280f-4dce-89be-4adeb28cc971 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.906003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f4229151-3ef8-4f92-8746-0118ec1e69f7 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.891803Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c100ee7b-f686-43b4-8efa-e492b46241fb · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.877473Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fc9a3d14-42f6-44ef-9927-378f1c1487f9 · outbound
This paper cites Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Exploring Parameter-Efficient Fine-Tuning Techniques for Code Generation with Large Language Models
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.472836Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfa89f86-9b47-45f0-9455-7f809a660366 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.863259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 71ff3cdb-b461-41d7-aa28-356ca7bb5385 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.848865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 104066a8-926c-4299-a2a2-05fe429a00ac · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 57
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.833510Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 532873c3-9302-409d-95e1-bd00ecc05b68 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.818908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7ef92456-af22-4b03-9999-301c15014c82 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.804702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3060c17d-4590-4748-8648-c8081385a40a · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.790087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6d02f8ac-d1b3-493b-b172-0161ec7ea5e1 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.775094Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 120c33ca-18f3-43a2-979d-dfc28e9b5195 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.759211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 26fe7b5f-0bc3-484f-9af5-425d4494e814 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.743961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c0e72375-d18d-48e4-82e3-a45c0fe55a31 · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.728982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c431f61f-1070-4023-9c3b-4a0b0d8ab5ed · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.713939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7210a887-9b25-49c6-a2ac-a97e36e18f3a · outbound
This paper cites an unresolved cited work.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-11T13:10:14.697434Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 65b89af9-58cf-4f7a-a1fa-b0e888eec1e9 · outbound
This paper cites A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends.
Transducer Tuning: Efficient Model Adaptation for Software Tasks Using Code Property Graphs A Survey of Large Language Models for Code: Evolution, Benchmarking, and Future Trends
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T13:10:14.537702Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.