Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:10:06.612769Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2412.02789.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T23:10:06.612769Z
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
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5ffa1e74-bbda-4740-b2a2-7e41de9aa810 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Software inspec- tions: an effective verification process,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd1580a5-6c64-47fb-a407-ab3dd4ec0972 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Software inspections and the industrial production of software,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6e5a6d5-056a-452a-85b6-01e8d2ce33e0 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Modern code review: a case study at google,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02722ffb-86b8-4c4a-83cb-d5cab4ec0493 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study An empirical study of the impact of modern code review practices on software quality,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cb3f663-5dd6-4a7c-ae8a-f52f3a9c7159 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Exploring the potential of chatgpt in automated code refinement: An empirical study,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b63b0e2-8963-4260-a140-5c5850d5aa07 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Code review quality: How developers see it,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f181b8ee-f523-4425-ac52-5ea9a3a8c1a5 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Using pre-trained models to boost code review automa- tion,
Reference 7
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 4f4e9197-abeb-4de4-89f1-7c96ef7af275 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Expectations, outcomes, and challenges of modern code review,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05fca2a3-00b2-4219-a422-358be9ca3c87 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Convergent contemporary software peer review practices,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7521bc7-e322-4691-8554-366e9acc5149 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Learning Performance-Improving Code Edits
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0bd6f3d-6622-401c-8c27-017072c8b63e · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Coffee: Boost Your Code LLMs by Fixing Bugs with Feedback
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86da4703-13cc-4625-aa18-295195481f63 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Codeeditor: Learning to edit source code with pre-trained models,
Reference 12
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 37a156b4-54da-47ec-8f9c-e5d19e6bc75a · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Llama-reviewer: Advancing code review automation with large language models through parameter- efficient fine-tuning,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a57032a8-26d4-4913-a3c5-af98105d3303 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Automating code review activities by large-scale pre-training,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bf04a7a-204b-4b3a-8387-b0f2fb7bfdfc · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study An empir- ical study on code comment completion,
Reference 15
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 3df9de12-5173-4924-8939-26442a35923f · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Large language models are few-shot summarizers: Multi-intent comment generation via in-context learning,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0915c97a-ccbc-451d-a16d-74001d682291 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Automating Code Review Activities by Large-Scale Pre-training
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b3a8f28-7c37-4f98-b29c-a7e055fb928b · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Large Language Models for Software Engineering: A Systematic Literature Review
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66448a5b-d4a1-4a89-9d00-37b68cfdd5ed · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study A survey on large language models: Applications, challenges, limitations, and practical usage,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8792e829-a3cb-4a75-b84e-e82e34344be3 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Breaking the silence: the threats of using llms in software engineering,
Reference 20
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 d7b5f8f3-b52a-4c8b-a79f-d7fc079aff43 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Open-source ai is the path forward,
Reference 21
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 85870e74-9eb6-4ac9-93d1-463d8746695b · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4efe9efb-d650-4775-9077-08a028bdbfa8 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Code Llama: Open Foundation Models for Code
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6937a39e-71c5-4535-bb75-f160f4050093 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study [Online]
Reference 24
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 be4856be-8e70-453f-b35e-aef04bc0345e · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Exploring the limits of transfer learning with a unified text-to-text transformer,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61e3a6f9-2a80-427d-ac4d-5880b5cfd27a · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aba404e-5a9e-4268-a39d-3ceb2a71868c · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Llama by meta - open-source ai models,
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 dc695ccb-94a1-4b11-97c5-d00c7a932960 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Code llama: A large language model for coding,
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 21cedaad-5eef-4530-8298-2dfb158103d1 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Chatgpt code review - overview,
Reference 29
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 dceed3fb-e222-478d-9e60-3099f120d503 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Prompt engineering with llama 2,
Reference 30
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 b2f6bf62-22d1-4df2-9ff0-6fe1c04c3153 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Exact match metric on hugging face,
Reference 31
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 b215927a-14d7-41f8-8944-2f1c66387b25 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Towards automating code review activities,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa79e204-5b65-41a5-9496-d2b2eef1276f · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Bleu: a method for automatic evaluation of machine translation,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 918369c7-b975-4442-a36c-841e99fa7ff0 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study On a test of whether one of two random variables is stochastically larger than the other,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c505d7fd-d256-4bff-b29f-0396d37e2c98 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Ollama - ai models made simple,
Reference 35
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 cb4f944c-fafa-4ca7-a37a-f54297c58727 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Gguf format documentation,
Reference 36
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 21ffd174-1ce1-4e4f-8f08-91ddefa516f1 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Prompt engineerin guide,
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 c2dc9b71-ad22-44de-9d44-262a6e7372cd · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Prompt Design and Engineering: Introduction and Advanced Methods
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b242d5cf-4e26-446e-a5c4-2271b25be4cb · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Introducing meta llama 3: The most capable openly available llm to date,
Reference 39
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 562361cf-3e8d-4361-9e8f-42ecc2ecdf9f · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Introducing llama 3.1: Advancing open-source large lan- guage models,
Reference 40
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 988ec7f7-3503-4a6a-b6d8-40f9d1dbb256 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Model cards and prompt formats for llama models,
Reference 41
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 b8435c84-3195-41c1-8ed5-0445c98d9bbc · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Llama 3.1: Model cards and prompt formats,
Reference 42
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 ba043964-89d5-4936-b7de-8d3bf83a2322 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Lost in translation: A study of bugs introduced by large language models while translating code,
Reference 43
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 a6a109ba-c8f6-4280-af48-1d46c7dbd484 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Fine-tuning and prompt engineering for large language models-based code review automation,
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 2ddef5cb-0651-4eb3-8b54-6cb63d9155ac · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Language Models are Few-Shot Learners
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff7c2552-33f0-498b-a94c-a6815453ae98 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Finetuned Language Models Are Zero-Shot Learners
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7fd630d-8576-4c5f-88f5-fd64804e0bf5 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Self-planning code generation with large language models,
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 fe264c9e-35e3-4bcd-a56f-45c3b3316fe4 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Chain-of-thought prompting elicits reasoning in large language models,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 349a86ca-28b5-4134-83de-117703837681 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fa0bf3c-9123-4e5d-aef1-0c6acf764adc · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a33438b7-587e-49d9-bac5-d3f42d5dc875 · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Structured Chain-of-Thought Prompting for Code Generation
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dea4507a-e260-447a-b211-1ae91e72ee4c · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Auger: automatically generating review comments with pre-training models,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01be8b0a-7cfa-4f7e-987e-34e9ab0bc20e · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Code review automation: strengths and weaknesses of the state of the art,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc057d85-9d78-4113-be6f-0d0c82f78bce · outbound
Exploring the Potential of Llama Models in Automated Code Refinement: A Replication Study Autotrans- form: Automated code transformation to support modern code review process,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.