Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-11T05:23:21.266860Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2607.05587.
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 2026-07-11T05:23:21.266860Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation efa47f14-8473-41c2-b387-d15a57ca07fe · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Large Language Models for Software Engineering: A Systematic Literature Review,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca9447b3-7e53-4e0b-b8f2-1184686da548 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior A Survey on Large Language Models for Software Engineering,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4fe55b8-043a-4c21-8ba3-c2408b5ce416 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Software Testing with Large Language Models: Survey, Landscape, and Vision,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4754f93b-61ef-463b-bf2a-52c066bdb976 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior A Systematic Approach for Assessing Large Language Models’ Test Case Generation Capability,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb4fa643-1eea-4a16-bfcf-222b6ed2cae1 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Automated Repair of Programs from Large Language Models,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation deb0bad2-5fd2-49e1-9bd2-6b18bf74146a · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior ThinkRepair: Self- Directed Automated Program Repair,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3abb570-bb4d-4965-9830-0c9624cac4a7 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior LLM-Based Multi-Agent Systems for Software Engineering: Literature Review, Vision, and the Road Ahead,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ed6561a-6bdf-430e-9218-c594d0bfb1af · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Large Language Model-Based Agents for Software Engineering: A Sur- vey,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b0fd84b-7a9f-4ec2-a859-d6fc4171ffc4 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Precise Documentation: The Key to Better Software,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8a3d815-88b4-4d8c-9a04-48685fd57531 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Are Your Comments Out- dated? Toward Automatically Detecting Code-Comment Consistency,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f0619ba-ac41-45f0-a518-02bc4ef46f2c · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Software Documentation: The Practitioners’ Perspec- tive,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71d106c7-c853-4870-bd84-009f52196e9f · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Towards Detecting Inconsistent Comments in Java Source Code Automatically,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7c1f735-af69-4221-8501-9d91aec394b6 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Two Sides of the Same Coin: Exploiting the Impact of Identifiers in Neural Code Comprehension,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 772440f3-ee2c-4bc1-8c1c-9023c653cf55 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior When Names Disappear: Revealing What LLMs Actually Understand About Code,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1daf260e-4a78-4f55-8f43-53bd06039ddd · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Bugs in Large Language Models Generated Code: An Empirical Study,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad741e30-37e6-43dd-b7dc-8de8d2f1600f · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior What Is Wrong with Your Code Generated by Large Language Models? An Extensive Study,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18e0108d-fd06-4fd0-8828-eb4ad480cbd8 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Towards Best Practices of Activation Patching in Language Models: Metrics and Methods,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d3f22bb-48d0-41a8-b6f2-730378c72173 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior How to use and interpret activation patching
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36f90b6f-2890-4a17-bd43-e9cfe8f1a87f · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Localizing Model Behavior with Path Patching
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 148a2755-b459-40f1-8b05-817d4e358f6f · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Towards Automated Circuit Discovery for Mechanistic In- terpretability,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77ccf146-28f3-471a-9fcc-9daea89e2c81 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Replication Package - Mechanistic Lens and Semantic Conflicts,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f37ae016-4baf-4142-a594-5adb5a164a63 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Evaluating Large Language Models Trained on Code
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60ee14a4-672c-4e32-8c55-dcf8b890e2d1 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Program Synthesis with Large Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 116e6b1c-d157-410d-8c9c-b3bb1a399b0d · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e122142e-f7d5-4d7b-88ba-0213d409d8e7 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior TestE- val: Benchmarking Large Language Models for Test Case Generation,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7671682e-fe05-4523-856d-0aa455621a04 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Benchmarking LLMs for Unit Test Generation from Real-World Functions,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2c6a0a77-38d9-4b52-92b8-6e6b1113df1f · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior TestForge: Feedback-Driven, Agentic Test Suite Generation
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2b4f1f9-ea7d-407f-ab42-283473759d3d · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Mutation-Guided Unit Test Generation with a Large Language Model
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caaa2566-a499-4e6c-9c90-63181d5efb30 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Correctness Assessment of Code Generated by Large Language Models Using Internal Representations,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbd0c770-ab4f-497d-a4f5-87a7a5200614 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Model- Agnostic Quality Assessment for LLM-Generated Code via Dynamic Internal Representation Selection,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 870ed4b0-414a-478c-8349-70f91eeaf425 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior On LLMs’ Internal Rep- resentation of Code Correctness,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2281766c-ac91-49c9-b169-c4f8cda7a0b1 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Mechanistic Interpretability of Code Correctness in LLMs via Sparse Autoencoders,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d51d0bc-e5b1-40ec-b019-7a3e8e939f71 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior CodeCircuit: Toward Inferring LLM-Generated Code Correctness via Attribution Graphs,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7ab3f2a-7cf9-4dd7-890d-273099a161f4 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Investigating Gender Bias in Language Models Using Causal Mediation Analysis,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5969e95f-93ae-4e4c-9935-7fb10bba9d1c · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b373b187-b903-48fa-94e7-1bf5040ab286 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Locating and Editing Factual Associations in GPT,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02f0cc3c-af17-4ac3-ae06-c1b7d72decac · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior In- terpretability in the Wild: A Circuit for Indirect Object Identification in GPT-2 Small,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09c9aeec-47d1-4c89-83bd-851e3002bc50 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior A Mathematical Framework for Transformer Circuits,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e807c3-8a91-4d76-96bf-06cb6957de72 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Scaling and Evaluating Sparse Autoencoders,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78170488-a4e6-44cc-8708-26c3d67de3f7 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior An Empir- ical Study on Code Comment Completion,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8acdcf36-2387-4fd6-bee7-4ab3fbd78a41 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Code Comment Inconsistency Detection with BERT and Longformer
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fbbfe241-b6fd-4c7d-9fb0-71120b09c78a · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior The Effect of Comments on Program Comprehension: An Eye-tracking Study,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a10d075-e79a-4535-9d9e-07610320c274 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior 9.6 Million Links in Source Code Comments: Purpose, Evolution, and Decay,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a6e6b88-e3c2-43b1-8476-8ee5cdbf7d70 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Code Llama: Open Foundation Models for Code
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4e95a17-abe7-4043-8604-7a338bb5b512 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Qwen2 Technical Report
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 857afb6a-00d3-4c14-99b7-df0069dce614 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Mistral 7B
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fb863da3-1713-4053-a63b-dcf62c3178a3 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior The Llama 3 Herd of Models
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03dd29eb-e7ad-4d7a-8446-e2fa46f2137d · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior TransformerLens,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c17e89ce-4a1d-48ae-806e-07a17f1953f5 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Note on the Sampling Error of the Difference Between Correlated Proportions or Percentages,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19c8f785-81a6-4fd2-89bf-b5df58a35641 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Cohen,Statistical Power Analysis for the Behavioral Sciences
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e49cdb80-8c10-46a4-820f-90dd768a0ca0 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Individual Comparisons by Ranking Methods,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c8d7c82-02b4-4159-a489-276a1de6947e · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior A Simple Sequentially Rejective Multiple Test Procedure,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0badbb08-3657-43de-9a68-15ff9757a833 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior An Empirical Study of the Non-Determinism of ChatGPT in Code Generation,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fd517e7-5daa-4f78-be69-bfe4ce79cc58 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior 40 Years of Designing Code Comprehension Experiments: A Systematic Mapping Study,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 543973a2-0a9b-481a-9eb3-d92fcab13272 · outbound
A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior Open Science in Software Engineering,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.