How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair | Paper Citation Record

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair The elephant in the interpretability room: Why use attention as explanation when we have saliency methods?

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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This paper cites Qwen3 Technical Report.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Qwen3 Technical Report

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair gpt-oss-120b & gpt-oss-20b Model Card

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Lessons from the Trenches on Reproducible Evaluation of Language Models

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair OpenHands: An Open Platform for AI Software Developers as Generalist Agents

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair PSearch: Search-based Patch Generation in the Era of LLM-based Automated Program Repair

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair 2024.AI-powered patching: the future of auto- mated vulnerability fixes

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Ko, Brad A

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Evaluating the Generalizability of LLMs in Automated Program Repair

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Bissyandé, Dongsun Kim, Jacques Klein, and Yves Le Traon

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Lundberg and Su-In Lee

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Attention Flows for General Transformers

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

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How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Henley, and Albert Ziegler

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Unavailable: canonical work link unavailable.

Observation dd4b3634-203c-400c-974b-79bdad3400b1 · outbound

This paper cites Barr, and Sergey Mechtaev.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Barr, and Sergey Mechtaev

Reference 63

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3274bfcc-010f-410d-ac1b-71385aea735e · outbound

This paper cites CodeBLEU: a Method for Automatic Evaluation of Code Synthesis.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:51.242447Z

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Unavailable: canonical work link unavailable.

Observation 4fbd9504-d168-4dc3-9645-20efd2b8aa1a · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:51.327867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07698775-307c-4416-a2da-d99e11b6016f · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:51.422168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a8edcd5-1271-4869-9a22-cafaf5a306e1 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 67

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937d9203-06dd-47b1-b3c9-f39cf7f4049d · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 68

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d37e5b3c-c14c-4a18-bf3a-9231c4e6707b · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 69

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad61f8a3-8796-4cf1-9c39-474c689d00b3 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 70

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72d4dd3-416e-4764-a469-f7132118c5ec · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.058820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.223752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aea974ce-b456-46f9-972e-abd7a72d002e · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 73

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Observation 983b1612-643a-49b3-951e-54eea8046448 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.528251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83e37f0c-3f23-4b30-a8c0-d11cb8b6693a · outbound

This paper cites Attention Is All You Need.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Attention Is All You Need

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.632739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b105e4b-7f12-4098-b831-175ae27f8cbf · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.806663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c5a2d32-2f36-41f9-abe3-d8c7e4b78ffb · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.894759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a075a981-42ad-4631-bd43-db3ad8defd27 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.012340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c367fea-e75c-40df-bc4d-0cb41b13ea67 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.113664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8da13168-ec50-4f49-b505-dc6fc1d2f37b · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.251805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30fc2ccc-8511-4f0d-96c1-96945acb6a07 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.373059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9139d37-efc0-4669-8ce6-1594ad6cb4e6 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.497790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bcaa702-a33b-45eb-99b0-c6d949dc1d61 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.625250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40bfe737-8be3-4399-98db-937cedaf80c2 · outbound

This paper cites Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Tell Your Model Where to Attend: Post-hoc Attention Steering for LLMs

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.796428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48ca69a-a1a1-453e-aa14-529a8a252de4 · outbound

This paper cites 2025.Enhancing Code LLM Training with Programmer Attention.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair 2025.Enhancing Code LLM Training with Programmer Attention

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:53.924641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 736e52c5-ba90-4b0c-9b26-708b338c39ca · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:54.092511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f5a6b1-2969-4d92-a928-32cf9cfd6bda · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:54.166381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6140481e-b5b6-4b2b-985f-f36813506511 · outbound

This paper cites Attention Heads of Large Language Models: A Survey.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Attention Heads of Large Language Models: A Survey

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:54.315888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4edb1c6a-47b3-479b-8f9d-a0718c5ca62c · outbound

This paper cites On the Role of Attention Heads in Large Language Model Safety.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair On the Role of Attention Heads in Large Language Model Safety

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:54.450344Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44c5a54f-b9e6-440c-8108-eaebdbd48723 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:54.568197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 549f578f-919d-4d8e-ab0b-7317caef313e · outbound

This paper cites UniXcoder: Unified Cross-Modal Pre-training for Code Representation.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair UniXcoder: Unified Cross-Modal Pre-training for Code Representation

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:46.811883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29594b35-5146-453c-850b-7f5d4b5abfdc · outbound

This paper cites InProceedings of the 45th International Conference on Software Engineering(Melbourne, Victoria, Australia)(ICSE ’23).

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair InProceedings of the 45th International Conference on Software Engineering(Melbourne, Victoria, Australia)(ICSE ’23)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:46.454524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e161cef1-f6bd-4124-8f9c-2e30e67cd518 · outbound

This paper cites an unresolved cited work.

How Do LLMs Read Bug Reports? An Empirical Study of Attention in LLMs for Automated Program Repair Unresolved cited work

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T01:17:52.900343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers