Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-24T08:11:01.612343Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 98 of 98 outbound references and 12 inbound Pith citation observations for arXiv:2305.12138.
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 2026-05-24T08:11:01.612343Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:22:01.215461Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T08:39:41.757929Z
98 of 98 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a0f5b378-d8a8-442e-a227-166e01dcb317 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 1
Source-reported events for the cited work
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Observation a586808e-b171-4c20-8730-7be5bee7adec · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Chatgpt: Optimizing language models for dialogue
Reference 2
Source-reported events for the cited work
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Observation 2ebcaa62-415d-4ffa-85fa-4067b27580b0 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Alphacode
Reference 3
Source-reported events for the cited work
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Observation d6f27f0a-1f09-4d56-a786-41d8cf60898a · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs AST Analyzer
Reference 4
Source-reported events for the cited work
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Observation bd7a33db-6a85-475a-b3c5-3f2c392cb0ca · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs awesome-chatgpt-prompts
Reference 5
Source-reported events for the cited work
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Observation 6073e4a8-4981-4b9e-b4e0-617895308d33 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Capabilities of ChatGPT for Code Analysis: An Empirical Study
Reference 6
Source-reported events for the cited work
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs CFG Analyzer
Reference 7
Source-reported events for the cited work
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Observation 233c1a2a-135e-4c47-9b03-ae9532fd348d · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs CG Analyzer
Reference 8
Source-reported events for the cited work
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Observation ebbad2a7-3fbe-4209-8e34-ca0a3b96756c · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 9
Source-reported events for the cited work
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Observation 86280c7f-24a2-4f3e-9503-22f71286848c · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Etherscan
Reference 10
Source-reported events for the cited work
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Observation a35bcc64-ee6e-42ae-b1cf-005ba6790055 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 11
Source-reported events for the cited work
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Observation 7b18d2b2-0bed-4f9e-9d7e-85e243abec0c · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Openai Playground
Reference 12
Source-reported events for the cited work
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Observation daada1bc-f133-42ea-a37c-f5ebf7e72e35 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs QuixBugs
Reference 13
Source-reported events for the cited work
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Observation 0fa4642c-c444-48e7-a093-b250740f69e6 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Tree sitter
Reference 14
Source-reported events for the cited work
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Observation a816cc13-371b-49dd-aa25-87fa949c7fe3 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 15
Source-reported events for the cited work
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Observation 6efc3bf5-fdad-4905-9a8e-f6efebe5317a · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unified Pre-training for Program Understanding and Generation
Reference 16
Source-reported events for the cited work
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Observation 94dc55fc-c85d-4b5c-abe9-fa79df29783d · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 17
Source-reported events for the cited work
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Observation fe224683-3217-479a-af2b-3032ed29c5f2 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Predicting Flaky Tests Categories using Few-Shot Learning
Reference 18
Source-reported events for the cited work
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Observation d1cb0683-e362-4bf6-8aad-75dc66e3b8b6 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Learning to Represent Programs with Graphs
Reference 19
Source-reported events for the cited work
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Observation 57fbea53-dad8-425d-a3bd-feae49e5a922 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 20
Source-reported events for the cited work
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Baxter, A
Reference 21
Source-reported events for the cited work
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Observation 8a1415fc-907d-4483-bc44-297064f96490 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 22
Source-reported events for the cited work
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Observation 1720aa04-6605-493f-983a-e9f9a9478819 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 23
Source-reported events for the cited work
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Observation c41b4ba5-edb0-4649-9b08-8a879cb6f890 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation dfc8135c-01d1-4cb2-b1ed-fc28f3b63314 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation 7749fe3d-fe87-4fc7-bd72-2ecb2481b291 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs What Does BERT Look At? An Analysis of BERT's Attention
Reference 26
Source-reported events for the cited work
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Observation 1dbf06df-da9b-40df-b567-c03c66448ecf · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 27
Source-reported events for the cited work
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Observation 70823180-61b0-453c-9e40-0050e66024d7 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 28
Source-reported events for the cited work
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Observation f84999fe-1a2f-4f6f-bb79-637ca1ae6667 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 29
Source-reported events for the cited work
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Observation 40c7843e-aff4-44e7-9a58-109e0c6355de · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Large Language Models for Software Engineering: Survey and Open Problems
Reference 30
Source-reported events for the cited work
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Observation 2956442e-f29e-4517-bd08-79733ebe0fdc · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 31
Source-reported events for the cited work
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Observation 5515b1ca-569c-44c4-b581-3ea956af6036 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 32
Source-reported events for the cited work
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Observation 4f6b2a9e-60df-4199-a430-db2035acd803 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation 812f7c90-09cd-4a51-b380-31b7234f9354 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Ottenstein, and Joe D
Reference 34
Source-reported events for the cited work
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Observation e358898d-bef6-4731-bacc-578bb8b08348 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs GraphCodeBERT: Pre-training Code Representations with Data Flow
Reference 35
Source-reported events for the cited work
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Observation b55b9148-40ec-41b3-b275-86c65c7d1d5a · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 36
Source-reported events for the cited work
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Observation 9ece95cb-0933-4f97-8d8e-4aa4802b9992 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs A Structural Probe for Finding Syntax in Word Representations
Reference 37
Source-reported events for the cited work
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Observation 4c9dcd9a-85d3-40ed-aff7-b0caa0fc14bd · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 38
Source-reported events for the cited work
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Observation 58b65e0e-10f7-4313-8b3a-2c5aef213568 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Large Language Models for Software Engineering: A Systematic Literature Review
Reference 39
Source-reported events for the cited work
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Observation d7efb9ab-7c09-4010-85ae-3e094395a5ee · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation fbe872e0-1c3b-426a-9122-68c149f1562c · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 41
Source-reported events for the cited work
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Observation c78c33ae-3a74-4dc2-a978-f5e7377c051f · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 42
Source-reported events for the cited work
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Observation 47c75499-e40b-4e80-9e11-be435993dd18 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation de8e724b-e40c-47f2-88cf-6134e308cdd6 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 44
Source-reported events for the cited work
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Observation 9aa71449-d5bb-4fd1-ad47-52202d7b6bb1 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs StarCoder: may the source be with you!
Reference 45
Source-reported events for the cited work
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Observation bb2c2fde-83f9-4d11-bee2-6f628f7936bf · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 46
Source-reported events for the cited work
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Observation eaa9a6ba-297c-4c4e-b53d-cf7d22a52532 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs ACM Comput
Reference 47
Source-reported events for the cited work
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Observation 0c5b1933-a647-45ec-86f1-668f8edda85b · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Retrieval-Augmented Generation for Code Summarization via Hybrid GNN
Reference 48
Source-reported events for the cited work
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Observation 7613579c-d13a-431f-beab-46b860842219 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs ContraBERT: Enhancing Code Pre-trained Models via Contrastive Learning
Reference 49
Source-reported events for the cited work
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Observation 01f12590-24da-4d17-8ed5-b9773b28ed78 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 50
Source-reported events for the cited work
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Observation 0d073895-fdcd-4578-94fa-2936811f8dd5 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs IEEE Transactions on Software Engineering (2023)
Reference 51
Source-reported events for the cited work
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Observation 3948824e-65d0-4ff1-a13b-b2da34b0f66f · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs ReACC: A Retrieval-Augmented Code Completion Framework
Reference 52
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Observation fe73a05c-c7ee-42f1-8b92-19eb4177ebdd · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 53
Source-reported events for the cited work
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Observation 94973986-62ac-4796-9eef-16b85abec933 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 54
Source-reported events for the cited work
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 55
Source-reported events for the cited work
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Murphy, David Notkin, William G
Reference 56
Source-reported events for the cited work
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Reference 57
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Observation 08f39d48-5f02-473d-8035-684e57c31d31 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 58
Source-reported events for the cited work
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Observation 5fdb0b99-918f-47a4-be26-299ec3671b0f · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs In Proceedings of the 44th International Conference on Software Engineering (Pittsburgh, Pennsylvania) (ICSE ’22)
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d54359ed-3274-4572-b1b0-97f10eda84f1 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 60
Source-reported events for the cited work
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Observation 66ffce6c-f514-4bb5-9333-80ab7e17ea15 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 61
Source-reported events for the cited work
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs GPT-4 Technical Report
Reference 62
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Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 63
Source-reported events for the cited work
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Observation 94c779cb-572e-4f97-932d-a85f794a36f0 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 64
Source-reported events for the cited work
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Observation 1fd1c53f-91a3-4370-a439-1d966094d7c3 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 65
Source-reported events for the cited work
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Reference 66
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Observation ce7ffd48-8df9-4541-99a9-50ce121f838f · outbound
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Reference 67
Source-reported events for the cited work
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Observation 0eef874f-13a2-4340-9057-aa6b65dab181 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs A Primer in BERT ology: What We Know About How BERT Works
Reference 68
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Observation e1b69bdd-e278-40cc-bd63-da926aaf2f21 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 69
Source-reported events for the cited work
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Observation e76e051c-8fcd-42f1-b9b6-0b6dff2da23c · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Code Llama: Open Foundation Models for Code
Reference 70
Source-reported events for the cited work
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Observation fb0150b3-4451-4842-837d-07ea6027cb03 · outbound
Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs Unresolved cited work
Reference 71
Source-reported events for the cited work
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Reference 72
Source-reported events for the cited work
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Observation c09c914e-a8c6-4bc6-b772-c57b6f9a3502 · outbound
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