Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-21T04:11:16.231567Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2605.20788.
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 2026-05-21T04:11:16.231567Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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
56 of 56 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bec077d7-00db-479c-ab81-a0d0fcb9956e · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 1
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BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 2
Source-reported events for the cited work
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Observation aa76bc1e-26c8-478f-b6ff-cfc7728d3c92 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
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Source-reported events for the cited work
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Observation 357846f2-0c9a-4ebe-b94a-90f196981780 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 4
Source-reported events for the cited work
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Observation cb1f62e6-1616-4c03-9a6c-6603bfa1dc3d · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 5
Source-reported events for the cited work
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Observation d815cbae-e528-4207-bb81-3a92b0b8bbad · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
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Source-reported events for the cited work
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Observation bfcd56dc-91e9-47ab-a0ef-e09aa3db9011 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
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Source-reported events for the cited work
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Observation 207a2fec-c3d9-4936-bcbe-5ca7131003aa · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Do Language Models Learn Semantics of Code? A Case Study in Vulnerability Detection
Reference 8
Source-reported events for the cited work
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Observation aa2bcdf3-44d7-454a-bde5-cfe4064824d1 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 9
Source-reported events for the cited work
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Observation 3ee7aea2-cb57-439f-8a21-ff1391d4cbb0 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In Proceedings of the Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, December, 2023, Singapore
Reference 10
Source-reported events for the cited work
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Observation 2375dbfd-78b4-4666-a03e-1cd57c0104ce · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Deep learning based vulnerability detection: Are we there yet?
Reference 11
Source-reported events for the cited work
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Observation 65f829a7-1a82-4fa6-b50f-83f86261e6a0 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
Source-reported events for the cited work
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Observation 781a4d03-025a-4db3-973c-60725366eed5 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software StarCoder 2 and The Stack v2: The Next Generation
Reference 13
Source-reported events for the cited work
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Observation 05480b8d-6635-4a56-bd52-ef6e7d61f829 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 14
Source-reported events for the cited work
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Observation 5c8a0fa3-0c13-4a01-a2ca-dff3843d304b · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software doi: 10.18653/v1/2021.emnlp-main.685
Reference 15
Source-reported events for the cited work
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Observation 028b9c06-6cf7-43aa-b8eb-a4e0b7757475 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software OPT: Open Pre-trained Transformer Language Models
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation df83a6f5-7484-4bb8-8d36-c6143e00510a · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Miyato, S
Reference 17
Source-reported events for the cited work
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Observation 8f137e02-5d94-49e5-88ec-152b8d0dc491 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software InProceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses
Reference 18
Source-reported events for the cited work
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Observation ee0435c4-25b4-4cd2-a9c3-42c0a2594270 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Vulnerability Detection with Code Language Models: How Far Are We?
Reference 19
Source-reported events for the cited work
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Observation 5248a376-ae35-47d5-b2cb-e5dbc420cd53 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In 45th IEEE/ACM International Conference on Software Engineering, ICSE 2023, Melbourne, Australia, May 14-20
Reference 20
Source-reported events for the cited work
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Observation a31eb43a-a47f-469d-98a4-b25d10ab39c4 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Ernst, Reid Holmes, and Gordon Fraser
Reference 21
Source-reported events for the cited work
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Observation 19aba142-0683-4f9f-8f50-cff9bbce4e4e · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 22
Source-reported events for the cited work
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Observation d974bb63-4961-4ca2-ab85-8edef908f28b · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software A systematic literature review on automated software vulnerability detection using machine learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 961022e4-911e-4d8c-9a57-f92cb293301e · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation 4511afa7-0a23-43e5-bad0-a0e3070fada9 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation 52f02b15-6307-4964-b58a-77dbe01d10b0 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In: Proceedings of the 17th International Conference on Mining Software Repositories
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9425e81a-0c0f-449f-839c-2b2f703e8d5a · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Proceedings of the 2019 ACM SIGPLAN International Symposium on New Ideas, New Paradigms, and Reflections on Programming and Software , pages =
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e47924df-52ed-4ccf-8ad7-036f3972554b · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In 45th IEEE/ACM International Conference on Software Engineering, ICSE 2023, Melbourne, Australia, May 14-20
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation ad3976cd-8252-41d6-9e6d-0c0be34694bc · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In: 2024 IEEE 35th International Symposium on Software Reliability Engineering (ISSRE), pp
Reference 29
Source-reported events for the cited work
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Observation bcc219c7-eaa8-4177-9d28-547fe502337f · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Alexander Wolf, Philipp Angerer, and Fabian J
Reference 30
Source-reported events for the cited work
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Observation 912c78f3-e4cb-43fc-9067-b9d2e65c8a85 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Alexander Wolf, Philipp Angerer, and Fabian J
Reference 31
Source-reported events for the cited work
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Observation 6a1557f2-60cd-42cd-9d89-2304d366499b · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Li, and R
Reference 32
Source-reported events for the cited work
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Observation 7d965eb5-4ad4-4a63-9c89-39c4123202c9 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Salzberg
Reference 33
Source-reported events for the cited work
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Observation d173fa7c-f359-4943-9542-5a525f1f61ba · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation
Reference 34
Source-reported events for the cited work
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Observation 39cfda46-dfb3-40d1-bcfa-8d92f30e0121 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 35
Source-reported events for the cited work
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Observation 32c32b72-a8f1-415f-b115-e4659a528a1e · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In 45th IEEE/ACM International Conference on Software Engineering, ICSE 2023, Melbourne, Australia, May 14-20
Reference 36
Source-reported events for the cited work
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Observation 1d9e5e62-675f-4abb-b11c-5494ff97549d · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software IEEE Transactions on Software Engineering50(8), 2163–2177 (2024)
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8712ec70-e9ec-4538-8843-1b4aa3d120ae · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 492122d4-c4a0-49fa-a1b2-beb68fa43d3d · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software BERT : Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 39
Source-reported events for the cited work
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Observation adeb19e8-ed84-4797-8d0d-e4ce8817457c · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation 6ae50b12-edf8-440f-850a-baf85b1a2ccd · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software CodeBERT: A pre-trained model for programming and natural languages
Reference 41
Source-reported events for the cited work
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Observation 78effef2-633e-4ba8-b837-eaaa9e200bd6 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 42
Source-reported events for the cited work
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Observation a4ea03e1-018a-4ead-aeb8-17618b2f5140 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 43
Source-reported events for the cited work
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Observation a6c4db30-82f0-4412-ae03-cb6a15fa8e07 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Transformers: State-of-the-Art Natural Language Processing
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 36cf8ef7-9da7-44df-8442-84a3b2f2d99f · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Warrens, and Giuseppe Jurman
Reference 45
Source-reported events for the cited work
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Observation 05f7fdec-4116-4821-96c6-a5f53ef64434 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 29dface6-de6d-452c-924b-1d4f96130623 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e6a3529c-28ff-499f-91fc-c42e45b2a27c · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 48
Source-reported events for the cited work
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Observation 9cba9f2d-785c-4233-a63c-711521267321 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Corrado, and Jeffrey Dean
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 0f98dadd-6c42-479a-bc60-ee794897c16d · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software VulDeeLocator: A deep learning-based fine-grained vulnerability detector
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5c7b307f-efe0-4d3d-8300-a88f89a8e953 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software SySeVR: A framework for using deep learning to detect software vulnerabilities
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 584b9302-4313-4da2-84fc-7fc20a0dbced · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Available: https://doi.org/10.1145/3510003.3510229
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 8faff58a-953f-4801-bed4-763968090b21 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software UniXcoder: Unified cross-modal pre-training for code representation
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation fbe7c071-7073-454a-bfe9-f43cd3711f0f · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 218edec8-4866-42e1-bd0a-b6629ebdf88a · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software In2021 IEEE International Conference on Software Maintenance and Evolution (ICSME)
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation de201e26-d127-4c19-8146-0162c42c2862 · outbound
BioDefect: The First Dataset for Defect Detection in Bioinformatics Software IEEE Transactions on Technology and Society , author =
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
No inbound Pith citation observations are available.