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Paper Citation Record · LEDGER

Improving LLM-Based Fault Localization with External Memory and Project Context

As of 7 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 4 inbound Pith citation observations for arXiv:2506.03585.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.03585 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:04:45.642448Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-03T22:48:44.389705Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T14:29:53.452478Z

Reference resolution

53 of 53 outbound references displayed

  • verified exact4
  • verified fuzzy21
  • unresolved27
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4140ce3e-a0e8-475e-863d-4d78790786ad · outbound

This paper cites Where is the bug and how is it fixed? an experiment with practitioners,.

Improving LLM-Based Fault Localization with External Memory and Project Context Where is the bug and how is it fixed? an experiment with practitioners,

Reference 1

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no resolver link, observed 2026-08-07T11:04:45.505249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.505249Z digest=sha256:e95994f48933bee6c3fb1bb304a7ae8b3c019150e69b339c91119d2b4c007aad

Observation 5d304663-77d3-4714-8365-adfe4b3eb613 · outbound

This paper cites Spectrum-based Software Fault Localization: A Survey of Techniques, Advances, and Challenges.

Improving LLM-Based Fault Localization with External Memory and Project Context Spectrum-based Software Fault Localization: A Survey of Techniques, Advances, and Challenges

Reference 2

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no resolver link, observed 2026-08-07T11:04:45.509029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.509029Z digest=sha256:11d167eba0e8a24eb0300aa00575a0ef40f98342cd6fff8c39f1e8f5a1e82f32

Observation cd82db6a-da15-48bd-9bb7-ac23d64b6b54 · outbound

This paper cites Ask the mutants: Mutating faulty programs for fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Ask the mutants: Mutating faulty programs for fault localization,

Reference 3

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raw_fallback, observed 2026-08-07T11:04:46.824980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.512394Z digest=sha256:7635841faa6cddac5740eb61220a16a01ba102921301f482c5b8f4f6df93e9d8

Observation 3e910a63-cf3e-4f78-a738-33a0bdf92d19 · outbound

This paper cites Systematic analysis of learning-based software fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Systematic analysis of learning-based software fault localization,

Reference 4

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raw_fallback, observed 2026-08-07T11:04:46.815877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.515540Z digest=sha256:dc3326fbfb0b2e0a86309cf164d4751b7af83c793ca286a30a22298924c6e19e

Observation fb508edc-7cfb-4cc5-91c7-18f045c3cfaf · outbound

This paper cites A practical evaluation of spectrum-based fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context A practical evaluation of spectrum-based fault localization,

Reference 5

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no resolver link, observed 2026-08-07T11:04:45.518308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.518308Z digest=sha256:514b0323ef0e47066a0de7b88bbbfc0c2a9702e7b5e8a197dc6b84547f60fcfa

Observation 07d4f727-ac17-4cb5-a44d-96f53bc874f0 · outbound

This paper cites Impact of large language models of code on fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Impact of large language models of code on fault localization,

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.806495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.521152Z digest=sha256:f067691952e3dad5be01bea2b921d2a3739a45e6567ee35d21c3bbe5805ae801

Observation e69de3b8-63aa-4bd4-b185-c978a784b539 · outbound

This paper cites Boosting coverage-based fault localization via graph-based representation learning,.

Improving LLM-Based Fault Localization with External Memory and Project Context Boosting coverage-based fault localization via graph-based representation learning,

Reference 7

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unresolved
no resolver link, observed 2026-08-07T11:04:45.524082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.524082Z digest=sha256:fbf6625a063246edf2c88b65fb5b39fe8e809444b532b5772e5140198bfe82f1

Observation 87b3f6aa-56c7-4334-890a-5f0ddc6bedcf · outbound

This paper cites Deepfl: integrating multiple fault diagnosis dimensions for deep fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Deepfl: integrating multiple fault diagnosis dimensions for deep fault localization,

Reference 8

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no resolver link, observed 2026-08-07T11:04:45.526549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.526549Z digest=sha256:a6f3bc91edf05ec589d4781026c21cabf93f6fd54c7d1cf7691c5e898ffde6d4

Observation 43b6da0d-e161-4a42-a6e3-0ce4724bc171 · outbound

This paper cites A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications,.

Improving LLM-Based Fault Localization with External Memory and Project Context A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.797409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.529001Z digest=sha256:e575167907a76a2d6ac8870e48c593e77bc7a59802bfbf0b1aec7490a3509244

Observation d671e2d8-3442-424b-bf35-6e88c544af9a · outbound

This paper cites Data collection and quality challenges in deep learning: A data-centric ai perspective,.

Improving LLM-Based Fault Localization with External Memory and Project Context Data collection and quality challenges in deep learning: A data-centric ai perspective,

Reference 10

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raw_fallback, observed 2026-08-07T11:04:46.788089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.531574Z digest=sha256:5452669c95155c6741507b13ec9ff29c30d68e86527996638c8a66140bb0e535

Observation 5dc13c54-910d-4260-b0dd-e79eeba937b8 · outbound

This paper cites Perceptions, expectations, and challenges in defect prediction,.

Improving LLM-Based Fault Localization with External Memory and Project Context Perceptions, expectations, and challenges in defect prediction,

Reference 11

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raw_fallback, observed 2026-08-07T11:04:46.778396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.533876Z digest=sha256:aa437b0a06c823ea00714900756474fadd730f9f97dadd1ae613102d15ebfbce

Observation c687c0ba-6887-424e-923f-52dca87dd9b3 · outbound

This paper cites Data quality for software vulnerability datasets,.

Improving LLM-Based Fault Localization with External Memory and Project Context Data quality for software vulnerability datasets,

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.769133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.536517Z digest=sha256:fed7f6be4c31b26bcd70afdaf55263eab72fa760fb0fcf57fa92060d895b3e4e

Observation a4ab954a-559e-4829-8247-e14060ac15e9 · outbound

This paper cites Large Language Models: A Survey.

Improving LLM-Based Fault Localization with External Memory and Project Context Large Language Models: A Survey

Reference 13

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unresolved
no resolver link, observed 2026-08-07T11:04:45.539036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.539036Z digest=sha256:f31d87cad0109fa59db665729372f88dcb40740571f5ecc37352c088b7de2177

Observation 9a800a31-5942-44dc-82e5-a8aa8146c063 · outbound

This paper cites Large language models for test-free fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Large language models for test-free fault localization,

Reference 14

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raw_fallback, observed 2026-08-07T11:04:46.759423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.541618Z digest=sha256:94f5be8250fb3dae3f540bf48564d2bd1f5a78ae5da5cfcda19cc4949299efd3

Observation b76905ca-99b4-4b87-a449-4af56651684b · outbound

This paper cites Large Language Models in Fault Localisation.

Improving LLM-Based Fault Localization with External Memory and Project Context Large Language Models in Fault Localisation

Reference 15

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no resolver link, observed 2026-08-07T11:04:45.544091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.544091Z digest=sha256:c47ad24479b89b71aa4e2f05b9b5725c57e0687f77cbc6ba41e06fec61e7096f

Observation fccccbd1-1c64-47ed-aeab-6fe517697cd4 · outbound

This paper cites Soapfl: A standard operating procedure for llm-based method-level fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Soapfl: A standard operating procedure for llm-based method-level fault localization,

Reference 16

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raw_fallback, observed 2026-08-07T11:04:46.749079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.546821Z digest=sha256:0e6044244be40c0ee64280ba0dba115a3956ad7929978577c6f6987fcbda48a0

Observation 506b570b-4150-49a7-b6cb-4f6a476b6a2c · outbound

This paper cites A quantitative and qualitative evaluation of llm-based explainable fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context A quantitative and qualitative evaluation of llm-based explainable fault localization,

Reference 17

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no resolver link, observed 2026-08-07T11:04:45.549240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a196185d-5981-4732-ad93-6335054849bc · outbound

This paper cites Comprehending Test Code: An Empirical Study ,.

Improving LLM-Based Fault Localization with External Memory and Project Context Comprehending Test Code: An Empirical Study ,

Reference 18

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source=pdf_text observed=2026-08-07T11:04:45.551804Z digest=sha256:bd0a9b87144b589cd21ae943bc6f17cdf2afa8ca8bc239fae2f01c222b1c1ac8

Observation 5ae2a21f-6f88-4e49-814f-5d62c697a6df · outbound

This paper cites Using contextual knowledge in interactive fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Using contextual knowledge in interactive fault localization,

Reference 19

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verified exact
doi, observed 2026-08-07T11:04:45.699559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.554148Z digest=sha256:d908a9d97e5053e2aa9f6d7554511f1932462361e353fa738e35fa2cb61d059e

Observation 41699e48-47b4-4077-b9c0-43d67d4232cd · outbound

This paper cites Knowledge editing for large language models: A survey,.

Improving LLM-Based Fault Localization with External Memory and Project Context Knowledge editing for large language models: A survey,

Reference 20

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no resolver link, observed 2026-08-07T11:04:45.556871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.556871Z digest=sha256:7617ed4429c99f3087bb6aa09206292504afedd4a3b1e872e44e77fac6efb755

Observation 53560c72-8efb-48d5-94eb-69cb2356bc6f · outbound

This paper cites Defects4j: a database of existing faults to enable controlled testing studies for java programs,.

Improving LLM-Based Fault Localization with External Memory and Project Context Defects4j: a database of existing faults to enable controlled testing studies for java programs,

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.559327Z digest=sha256:20cfcf5d2646fd890d71dfadeea157fbe55da6680828c8da845a116fc30bfa78

Observation 0c7c3204-914f-417d-8c11-0d24ae5a049c · outbound

This paper cites On the accuracy of spectrum-based fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context On the accuracy of spectrum-based fault localization,

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.739992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.561742Z digest=sha256:da772904b71be2901c99bc3893319f0c67f89e05f0ad5f365e9ea3ff94543df0

Observation fd00d111-8010-4be4-a373-76c6c1e68037 · outbound

This paper cites An evaluation of similarity coefficients for software fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context An evaluation of similarity coefficients for software fault localization,

Reference 23

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no resolver link, observed 2026-08-07T11:04:45.564131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.564131Z digest=sha256:80c2f8e76c717c8430f53231f1420a269c069b223a7926f1b82b4f7cceb63f13

Observation 76969680-313b-4d3d-b2f8-f4accbf3c9c7 · outbound

This paper cites Spectrum-based multi- ple fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Spectrum-based multi- ple fault localization,

Reference 24

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raw_fallback, observed 2026-08-07T11:04:46.730711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.566683Z digest=sha256:ffd1acca481cc141b114ae36c0eab89922390b9c00394f5d578f37872cf2d519

Observation 105a852b-485b-47f6-abb5-459c49ad5636 · outbound

This paper cites Visualization of test information to assist fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Visualization of test information to assist fault localization,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.721483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.569097Z digest=sha256:6cbbfdff18cce9d1e55b0c9006ed45816c7b01b052642bb6abdb31d9d20ff4ad

Observation 27ea3c33-2557-41c1-a70b-1728baf3d462 · outbound

This paper cites A model for spectra- based software diagnosis,.

Improving LLM-Based Fault Localization with External Memory and Project Context A model for spectra- based software diagnosis,

Reference 26

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verified exact
doi, observed 2026-08-07T11:04:45.679555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.571737Z digest=sha256:f7eba8f491faf715f28b82ee1f04bb07007b1689f24e2e926eb2777391388ef1

Observation ab340edb-c1a5-4d2b-b613-335c2eba9987 · outbound

This paper cites The dstar method for effective software fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context The dstar method for effective software fault localization,

Reference 27

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raw_fallback, observed 2026-08-07T11:04:46.712091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.574139Z digest=sha256:d416a8554b2a5a22698ad6e7fbf5265355a0457a13e84d3b31a51c548bf31fef

Observation 89533820-a76a-403b-8201-d6d71cc9026b · outbound

This paper cites Effective fault localization using code coverage,.

Improving LLM-Based Fault Localization with External Memory and Project Context Effective fault localization using code coverage,

Reference 28

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.702704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.576701Z digest=sha256:8fa3b48b2fc01a2451ee0575f97052d8fc815ca3c370b7c6a245c96beee5257b

Observation 381f0237-8492-4605-935e-ee143cb814ce · outbound

This paper cites Evolving human competitive spectra-based fault localisation techniques,.

Improving LLM-Based Fault Localization with External Memory and Project Context Evolving human competitive spectra-based fault localisation techniques,

Reference 29

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.693236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.579018Z digest=sha256:66a3b57d4a6bf1143bdafc906c5d9a814b8456247964c6e8c5eafb5199c179f8

Observation 5945dcdf-7fa1-4a4c-82da-baeea750c08a · outbound

This paper cites Metallaxis-fl: mutation-based fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Metallaxis-fl: mutation-based fault localization,

Reference 30

Resolution
verified exact
doi, observed 2026-08-07T11:04:45.670996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.581420Z digest=sha256:16edf17959b9e272816ac268b765ec1c623e3071e76b2d8bb771d6eb7a9a8bec

Observation 7e160055-a8d4-479d-b625-24ffa0e6270d · outbound

This paper cites Learning to construct better mutation faults,.

Improving LLM-Based Fault Localization with External Memory and Project Context Learning to construct better mutation faults,

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.683950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.583977Z digest=sha256:43861dede04e2593ebb8c56c533f342752f19e862456d81d68992b088c4d2f5f

Observation 6ff8c066-e551-4c8b-a405-649213b50657 · outbound

This paper cites Deepmutation: a neural mutation tool,.

Improving LLM-Based Fault Localization with External Memory and Project Context Deepmutation: a neural mutation tool,

Reference 32

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metadata mismatch
raw_fallback, observed 2026-08-07T11:04:46.213710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.589084Z digest=sha256:ebc810aa0b0d86f178463ff8b7fb836f2c91fd9bf05301e06adf0b6e4f7d1c70

Observation 6fc5b1d1-44df-4eaf-a605-74be9b5fa2ac · outbound

This paper cites A survey on methods for explainability in deep learning models,.

Improving LLM-Based Fault Localization with External Memory and Project Context A survey on methods for explainability in deep learning models,

Reference 33

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.675532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.591537Z digest=sha256:0a3071fdd521746a044d1b96866cb08632fd537dab818f08bd2613764694fa9b

Observation 7a591626-744e-47d6-aa66-9710b5969fd9 · outbound

This paper cites A Survey of Large Language Models.

Improving LLM-Based Fault Localization with External Memory and Project Context A Survey of Large Language Models

Reference 34

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no resolver link, observed 2026-08-07T11:04:45.593921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.593921Z digest=sha256:22fb6f324e5a5989bb9233efafeaad5d74b5c9d65f7056f47797cd84fd5150ac

Observation 677a23df-fd72-4d4f-9428-1f138f5d0eda · outbound

This paper cites CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis.

Improving LLM-Based Fault Localization with External Memory and Project Context CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesis

Reference 35

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no resolver link, observed 2026-08-07T11:04:45.596639Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.596639Z digest=sha256:85cbddebc221ec96ffc39e0863d567da4f26bfb6feea76f19bd50411c5a4850e

Observation 11839bd2-cfac-4619-af5c-fa821092bbbe · outbound

This paper cites Practitioners’ expectations on automated fault localization,.

Improving LLM-Based Fault Localization with External Memory and Project Context Practitioners’ expectations on automated fault localization,

Reference 36

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no resolver link, observed 2026-08-07T11:04:45.599227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:04:45.599227Z digest=sha256:22a23567adfb6f8abbcac9cbf0c1f098a2a304db44c6bb7162cdd75bff41e1a6

Observation d3816f41-0850-43e7-aabc-431447efc106 · outbound

This paper cites Automated program repair in the era of large pre-trained language models,.

Improving LLM-Based Fault Localization with External Memory and Project Context Automated program repair in the era of large pre-trained language models,

Reference 38

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source=pdf_text observed=2026-08-07T11:04:45.603961Z digest=sha256:f81b74b62594060c54f2d90f445160806452fde78b7d5a86d38b1e0a5173a11d

Observation b9f1f726-8f6e-4ed0-abd1-00eebe2409b7 · outbound

This paper cites Recall and learn: Fine-tuning deep pretrained language models with less forgetting,.

Improving LLM-Based Fault Localization with External Memory and Project Context Recall and learn: Fine-tuning deep pretrained language models with less forgetting,

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.667225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.606417Z digest=sha256:b77c04077880166934c72e4a612ab8f4c2d9adcb593db44e3b102d89abd62f33

Observation f8d5766c-c279-4ae2-a593-9312083cfa4a · outbound

This paper cites Editable Neural Networks.

Improving LLM-Based Fault Localization with External Memory and Project Context Editable Neural Networks

Reference 40

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source=pdf_text observed=2026-08-07T11:04:45.611591Z digest=sha256:7bc997d9425d98779ebbf81a6eb4b54e1ab64df08e60f914ed0b8ea527016ff6

Observation d3840420-7f23-43f3-8df3-cf963bf6f828 · outbound

This paper cites Locating and Editing Factual Associations in GPT.

Improving LLM-Based Fault Localization with External Memory and Project Context Locating and Editing Factual Associations in GPT

Reference 41

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source=pdf_text observed=2026-08-07T11:04:45.614171Z digest=sha256:2c9fecf7070c8cc4228a3cc8fba153992f261f86690996ac8177c303c14fa3b4

Observation 82aaeb88-9079-4e7e-bace-1e15479bdab8 · outbound

This paper cites Editing common sense in transformers,.

Improving LLM-Based Fault Localization with External Memory and Project Context Editing common sense in transformers,

Reference 42

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raw_fallback, observed 2026-08-07T11:04:46.658798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.616914Z digest=sha256:c4fba5e1cb449e43032b15c769969c1fde376597b452e65ba71317e05ae56eb9

Observation 48ba8f37-9f9c-4668-99f1-5159ce413c3c · outbound

This paper cites Transformer-Patcher: One Mistake worth One Neuron.

Improving LLM-Based Fault Localization with External Memory and Project Context Transformer-Patcher: One Mistake worth One Neuron

Reference 43

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:04:45.619390Z digest=sha256:212f574883812a716fe4ca133271ab1f5913df6f521e7c9342e4096ad9ecaf73

Observation fd770b97-7b28-4751-83a8-56472e4c1b30 · outbound

This paper cites Calibrating Factual Knowledge in Pretrained Language Models.

Improving LLM-Based Fault Localization with External Memory and Project Context Calibrating Factual Knowledge in Pretrained Language Models

Reference 44

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verified exact
local_arxiv, observed 2026-08-07T11:04:45.953212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.622182Z digest=sha256:28a8ccde1e2ecd7f4b003c1e50b58a8b908dc2183fe981fdd2a728196d83e4b7

Observation fdf0ad63-5830-4fb7-82d1-473c4ae0c33c · outbound

This paper cites Memory-Based Model Editing at Scale.

Improving LLM-Based Fault Localization with External Memory and Project Context Memory-Based Model Editing at Scale

Reference 45

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T11:04:45.624777Z digest=sha256:ee726ac400349f3f00aa5a2507b8632c9581d439f3b0902fdb8451b6a1787ee4

Observation 0d6dfd47-ac28-47ba-92b2-0aa9476de55a · outbound

This paper cites Memory-assisted prompt editing to improve GPT-3 after deployment.

Improving LLM-Based Fault Localization with External Memory and Project Context Memory-assisted prompt editing to improve GPT-3 after deployment

Reference 46

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source=pdf_text observed=2026-08-07T11:04:45.627415Z digest=sha256:a0a416e4173e088af519ae4cf072793edd92a179fc71380a60c2630b538d6775

Observation ec769089-5592-4f00-bca7-51204ca8c613 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

Improving LLM-Based Fault Localization with External Memory and Project Context Agentless: Demystifying LLM-based Software Engineering Agents

Reference 47

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source=pdf_text observed=2026-08-07T11:04:45.630017Z digest=sha256:e1c1d50701459a4ae3e24dcbaa52048c21d478083f1709115a7f4ee8efe9a496

Observation c1ba7e68-a64b-4268-bebf-0664d987ada2 · outbound

This paper cites Closure compiler,.

Improving LLM-Based Fault Localization with External Memory and Project Context Closure compiler,

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.649030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.632462Z digest=sha256:1d2fe8dc1b1eb23c4aa9d067a6ebfb6e4e4aca6b815060e889973b1058823783

Observation e9eeda7c-7488-43c1-b794-b2d8456f5c15 · outbound

This paper cites Fault localization via efficient probabilistic modeling of program semantics,.

Improving LLM-Based Fault Localization with External Memory and Project Context Fault localization via efficient probabilistic modeling of program semantics,

Reference 49

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source=pdf_text observed=2026-08-07T11:04:45.634856Z digest=sha256:9b24809b5b4998931e0b39a048ad31c89796f5e21a40f9ed094d02f671d5591d

Observation 047d1df9-1954-44b3-9bfb-4a00025ffc37 · outbound

This paper cites Dissection of a bug dataset: Anatomy of 395 patches from defects4j,.

Improving LLM-Based Fault Localization with External Memory and Project Context Dissection of a bug dataset: Anatomy of 395 patches from defects4j,

Reference 50

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source=pdf_text observed=2026-08-07T11:04:45.637423Z digest=sha256:f7cb804ee91efdf5e3f54c0771a6e52f9bcf93198cfd48d2ba2f293886bbd82d

Observation 299173bd-3f99-4fe1-a7cd-0bfce3ef2129 · outbound

This paper cites Are automated debugging techniques actually helping programmers?.

Improving LLM-Based Fault Localization with External Memory and Project Context Are automated debugging techniques actually helping programmers?

Reference 51

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source=pdf_text observed=2026-08-07T11:04:45.639973Z digest=sha256:0cd1280339265f259a429f501a67e61c081f129fe38cab79ae398b1137c390f3

Observation 46419bc8-d9d4-493a-bcaf-34f19f3d36d3 · outbound

This paper cites Berrar,Cross-Validation, 01 2018.

Improving LLM-Based Fault Localization with External Memory and Project Context Berrar,Cross-Validation, 01 2018

Reference 52

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verified fuzzy
raw_fallback, observed 2026-08-07T11:04:46.639249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T11:04:45.642448Z digest=sha256:4d2c0b2091c99abbb8a5cb0c97d9b4fa8211127e279a6959170befa443760ed2

Observation 5403c282-a949-4cb4-8d6c-54ecf7eaf8db · outbound

This paper cites Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting.

Improving LLM-Based Fault Localization with External Memory and Project Context Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting

Reference 2020

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source=pdf_text observed=2026-08-07T11:04:45.608906Z digest=sha256:0e05f2fbbeb914bfad424ce075aad8cd513b162ca0fdc22fbf2b86fa4aef05c8

Observation cec4b970-a870-4e43-aa28-f8384a7d8e47 · outbound

This paper cites Available: https://doi.org/10.1145/3551349.3556949.

Improving LLM-Based Fault Localization with External Memory and Project Context Available: https://doi.org/10.1145/3551349.3556949

Reference 2023

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source=pdf_text observed=2026-08-07T11:04:45.586612Z digest=sha256:6e377a710bdc6c091560c8e9326c10e78a5ef3add43d0ad3bd0df1299754014a

Pith citing papers

Observation 640358f2-5f9c-4e0a-ae61-f8df34af85b0 · inbound

Can Language Models Go Beyond Coding? Assessing the Capability of Language Models to Build Real-World Systems cites this paper.

Can Language Models Go Beyond Coding? Assessing the Capability of Language Models to Build Real-World Systems Improving LLM-Based Fault Localization with External Memory and Project Context

Reference 62

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arxiv_id, observed 2026-05-18T02:05:39.242557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T02:02:24.259455Z digest=sha256:0b5526c882f935200460128991931f1b72ed22be92ef3c930153719fb063d650

Observation cf80b886-2cb1-46e2-8492-213032206d1e · inbound

SieveFL: Hierarchical Runtime-Aware Pruning for Scalable LLM-Based Fault Localization cites this paper.

SieveFL: Hierarchical Runtime-Aware Pruning for Scalable LLM-Based Fault Localization Improving LLM-Based Fault Localization with External Memory and Project Context

Reference 27

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verified exact
arxiv_id, observed 2026-05-14T18:12:33.362191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-14T18:09:25.038594Z digest=sha256:524e0e3fad9f5042e8aee58704f1e1d5c389abe4fbbca8d84080c2e7edae1f62

Observation 77a890d2-dfc3-4824-8fd2-5f8c807fc66e · inbound

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring cites this paper.

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Improving LLM-Based Fault Localization with External Memory and Project Context

Reference 65

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arxiv_id, observed 2026-07-04T14:29:53.456434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-26T03:49:43.791435Z digest=sha256:c4658a1e235ac595591e6fb49187cc9a9fe2a5787d41d4d63cb60df301f80419

Observation 48da9185-d293-4fa4-9c16-773b9a3fb02d · inbound

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring cites this paper.

How Much Static Structure Do Code Agents Need? A Study of Deterministic Anchoring Improving LLM-Based Fault Localization with External Memory and Project Context

Reference 65

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arxiv_id, observed 2026-07-03T22:49:00.605531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-07-03T22:48:44.389705Z digest=sha256:7da0ed3cc12b8056ee3d8a657282701dbf3e5a697164b8edc821630c605ea57a