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Paper Citation Record · LEDGER

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces

As of 10 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2501.18005.

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

pith.paper-citation-record.v1
2501.18005 v3

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:30:42.682261Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T07:31:54.509251Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T07:32:08.687166Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy37
  • unresolved17
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 72b67431-3f93-49f0-9d32-3896bbc74f44 · outbound

This paper cites A survey on software fault localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces A survey on software fault localization,

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.684617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 73a432e2-fc9e-40df-bf9e-5b8bfbee0eb6 · outbound

This paper cites The SAP HANA Database–An Architecture Overview.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces The SAP HANA Database–An Architecture Overview

Reference 2

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raw_fallback, observed 2026-08-10T04:30:43.669357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 3264b2c1-1f9e-4787-bb5a-bcff2d3fd427 · outbound

This paper cites SAP HANA database: data management for modern business applica- tions,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces SAP HANA database: data management for modern business applica- tions,

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation fc7c553c-4027-4f8d-a6db-ac9a4d76ce82 · outbound

This paper cites Testing very large database management systems: The case of SAP HANA,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Testing very large database management systems: The case of SAP HANA,

Reference 4

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raw_fallback, observed 2026-08-10T04:30:43.639639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.430631Z digest=sha256:ced27d6470164a61601fdacb313646e95f4412b8a18314feb19163adaeadd10d

Observation c77782ad-e341-4671-a516-3d5e69012fe2 · outbound

This paper cites Boosting bug-report-oriented fault localization with segmentation and stack-trace analysis,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Boosting bug-report-oriented fault localization with segmentation and stack-trace analysis,

Reference 5

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raw_fallback, observed 2026-08-10T04:30:43.623991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.435530Z digest=sha256:d3345129de5365f61a29a0be7303e155abd5513018c9eda170d3a4316ada4e17

Observation 8c1e41d9-ae21-437f-b709-d58bfa5ed406 · outbound

This paper cites Fault localization and repair for Java runtime exceptions,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Fault localization and repair for Java runtime exceptions,

Reference 6

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raw_fallback, observed 2026-08-10T04:30:43.609054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.440706Z digest=sha256:0043b6a5a3a08fe3bd25033a57f943c3c096f43c68abdbdd2fe6e5dd87d2365f

Observation a7bb6495-8279-4d7c-a2b7-ccd2216f57e0 · outbound

This paper cites A Preliminary Evaluation of LLM-Based Fault Localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces A Preliminary Evaluation of LLM-Based Fault Localization,

Reference 7

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raw_fallback, observed 2026-08-10T04:30:43.593922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.446339Z digest=sha256:7934742854c2d5abfc4a7bbf4052682e4139f98ca1d76d87f3c18351d47b6402

Observation e03c63a5-e723-49fd-8c92-7b129dee5868 · outbound

This paper cites Locating Crashing Faults based on Crash Stack Traces.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Locating Crashing Faults based on Crash Stack Traces

Reference 8

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no resolver link, observed 2026-08-10T04:30:42.451263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.451263Z digest=sha256:c4e3a3d6eff1fe54e32ac9c3dc5a348261fe0eb40b65bbf976b5c3df67101c92

Observation aa747477-9497-43d2-a631-0cc5dc7d5e33 · outbound

This paper cites Do Stack Traces Help Developers Fix Bugs?.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Do Stack Traces Help Developers Fix Bugs?

Reference 9

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raw_fallback, observed 2026-08-10T04:30:43.579322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.456481Z digest=sha256:7489d703e93c652a979dff186a0f829db9fd3c52d97458098d0053d6c9492df8

Observation c70ffd70-6890-4d02-9f56-3967394c2be7 · outbound

This paper cites An empirical study of fault localization families and their combinations,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces An empirical study of fault localization families and their combinations,

Reference 10

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raw_fallback, observed 2026-08-10T04:30:43.565173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.461375Z digest=sha256:8118c22d690b4ddd28c6e70164f974c8a5f4190a5bef34747a478ca929a89886

Observation 78567c27-710d-4d1e-bfa3-e1f02e8b3df9 · outbound

This paper cites Defects4J: A database of existing faults to enable controlled testing studies for Java programs,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Defects4J: A database of existing faults to enable controlled testing studies for Java programs,

Reference 11

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raw_fallback, observed 2026-08-10T04:30:43.549713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.466290Z digest=sha256:6137db794b53575afb5f989e63f094f36deab7702c020a82455f8559f40090f5

Observation ecb1888d-5861-4d5e-ad97-999c78c5b65e · outbound

This paper cites Leveraging Stack Traces for Spectrum-based Fault Localization in the Absence of Failing Tests,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Leveraging Stack Traces for Spectrum-based Fault Localization in the Absence of Failing Tests,

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.534400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.470936Z digest=sha256:03bf0058dcbd5c7e435964fffcec47c90b48e48327b5562713a69f7833b96914

Observation 0aa06b0f-849f-46c9-ab4a-98febb2664d7 · outbound

This paper cites Empirical evaluation of the Tarantula automatic fault-localization technique,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Empirical evaluation of the Tarantula automatic fault-localization technique,

Reference 13

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.519334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.475628Z digest=sha256:8145795e250e2dbd50c1b80c8d2a152f2ae7ddc2285cd6959c997fd7d872c82f

Observation e3e98342-7bbd-4205-897e-b2b4186cdf25 · outbound

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

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces The DStar method for effective software fault localization,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.504370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.480177Z digest=sha256:20a4022ff06353e8afa29ce6fb4ef8f803c179dd94056177bec714b719c1b5cd

Observation f4a08547-554b-458a-af19-94d1014f75ed · outbound

This paper cites Few-shot training LLMs for project-specific code-summarization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Few-shot training LLMs for project-specific code-summarization,

Reference 15

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raw_fallback, observed 2026-08-10T04:30:43.489501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.484562Z digest=sha256:cb71556ce6f5df9d38e901aa4ef6df9cd51ea2a16a1e3f6b6e10671dde981fb6

Observation 83a78f6a-4f42-453e-8d37-656234d8e1ae · outbound

This paper cites Assessing the quality of GitHub copilot’s code generation,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Assessing the quality of GitHub copilot’s code generation,

Reference 16

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raw_fallback, observed 2026-08-10T04:30:43.474369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation b3fcb3ee-b870-478e-af74-721c346b253e · outbound

This paper cites An initial investigation of ChatGPT unit test generation capability,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces An initial investigation of ChatGPT unit test generation capability,

Reference 17

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.459124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.493717Z digest=sha256:92d35837477a95b4b01b3c6b52dbcfea463f51365696e2bc8736ce8fbe7655cd

Observation 8f9df9cb-7f9a-4e8e-b1bf-92d6947d30de · outbound

This paper cites Repair is nearly generation: Multilingual program repair with LLMs,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Repair is nearly generation: Multilingual program repair with LLMs,

Reference 18

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.444093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 5d10c1b6-1dbf-4fe9-9ea7-1068c8934ed4 · outbound

This paper cites Large Language Models for Test-Free Fault Localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Large Language Models for Test-Free Fault Localization,

Reference 19

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raw_fallback, observed 2026-08-10T04:30:43.428851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.502260Z digest=sha256:602a1ce5219dfd671baf208037702f0554419db1b05ba5e195da1df2ae561897

Observation 01dc90bb-d0dc-433c-9e99-4a73ae3d4ff3 · outbound

This paper cites Large Language Models in Fault Localisation.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Large Language Models in Fault Localisation

Reference 20

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no resolver link, observed 2026-08-10T04:30:42.506950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.506950Z digest=sha256:a26a42a5f7feecd46693d1cd666a73e2526814bf4ca60df72ae45736af818045

Observation 987baddb-18d3-40c7-9b9d-b572b72fcbe0 · outbound

This paper cites A Survey of Large Language Models.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces A Survey of Large Language Models

Reference 21

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no resolver link, observed 2026-08-10T04:30:42.512471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.512471Z digest=sha256:47fdaad37e9f634222adb20032e929faf67fc74ef3fb106c3b418d3f0bcbe686

Observation 8082db1b-08a4-4bd9-8c38-430e89301113 · outbound

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

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Spectrum-based Software Fault Localization: A Survey of Techniques, Advances, and Challenges

Reference 22

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no resolver link, observed 2026-08-10T04:30:42.517305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.517305Z digest=sha256:b33d86488cd5ea140b024ebf6f25231bc4e238bc5f47486a11620511241d490f

Observation bdc602c2-7c54-4431-8b71-faf6bdf797b3 · outbound

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

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Ask the mutants: Mutating faulty programs for fault localization,

Reference 23

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raw_fallback, observed 2026-08-10T04:30:43.414464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation df4fec42-45af-4447-bc61-b57e8c081c1a · outbound

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

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Metallaxis-FL: mutation-based fault localization,

Reference 24

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raw_fallback, observed 2026-08-10T04:30:43.399897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.527356Z digest=sha256:55af2deb08ac5cf74a653604588359a3767d824dc4ebae4909bced5a8b912547

Observation 63d95e42-3c4d-4dfe-bac3-2010dbe93b67 · outbound

This paper cites A survey of challenges in spectrum-based software fault localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces A survey of challenges in spectrum-based software fault localization,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.384973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.532064Z digest=sha256:b5cf79e544d01662a99f09ff35476ab5b013da8dd15839942f127a92e652a355

Observation b872bcf7-9a16-4e5e-896c-1cc15212727b · outbound

This paper cites Learning to combine multiple ranking metrics for fault localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Learning to combine multiple ranking metrics for fault localization,

Reference 26

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.370651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.536881Z digest=sha256:00f245a6012c2dec23fa910d6f4608f47c97483491048a7a2e275b5faabb6582

Observation f2088c25-caac-47ef-bcde-f582f8fc7092 · outbound

This paper cites Transforming programs and tests in tandem for fault localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Transforming programs and tests in tandem for fault localization,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.354797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.541785Z digest=sha256:ec7809bb5e4a2c246a0d28d6d3de83cde42cc4d12acb65f3a0ed12228e828cfa

Observation bbdee638-e8ed-4efe-8ea3-01c6294a24fc · outbound

This paper cites DeepFL: Integrating multiple fault diagnosis dimensions for deep fault localization,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces DeepFL: Integrating multiple fault diagnosis dimensions for deep fault localization,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.340309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.546396Z digest=sha256:0e71872e501042e7fa21145c233629d01398993aaf93ce7ec2ec9dbcd58719eb

Observation 36af7200-8254-40ad-b20f-72cfe29dd552 · outbound

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

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Boosting coverage-based fault localization via graph-based representation learning,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.325049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.551182Z digest=sha256:a86754d05a0d4e27945f077b14f8b07ad840a8b918b94e7aaa0b82b0a3ccca43

Observation 02a25fea-9460-403d-85b3-f730bef8b81a · outbound

This paper cites Fault localization to detect co- change fixing locations,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Fault localization to detect co- change fixing locations,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.309541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.556459Z digest=sha256:84ed3f160a2d85969eab409651072f697ed0a27f270c79366d13d9e1409f4a35

Observation 46505826-49ef-42cd-ba0e-51a23b106203 · outbound

This paper cites Fault localization with code coverage representation learning,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Fault localization with code coverage representation learning,

Reference 31

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.294162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.562211Z digest=sha256:922b647b96a8370ffbc661fd379acce2ecb60a9467eb745cf1ac4922ef95f3f2

Observation b280b19c-34aa-4b26-87a2-10c90dea1090 · outbound

This paper cites Improving fault localization and program repair with deep semantic features and transferred knowledge,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Improving fault localization and program repair with deep semantic features and transferred knowledge,

Reference 32

Resolution
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raw_fallback, observed 2026-08-10T04:30:43.279617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.567229Z digest=sha256:659fbcc31599f8d637576d1a4f6d1af57493f9ced4639b45855f27276c6d0339

Observation 9663562a-6bef-4a11-ae3b-6ea59aafc9a0 · outbound

This paper cites Large Language Models for Software Engineering: A Systematic Literature Review,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Large Language Models for Software Engineering: A Systematic Literature Review,

Reference 33

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raw_fallback, observed 2026-08-10T04:30:43.263944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.571957Z digest=sha256:2c630454ff6c636b2b902f056b19d7530e45ed23140ca7635a11b8b65b646865

Observation c023f635-d32e-4499-bd20-0d06e617a7d7 · outbound

This paper cites Large Language Models for Software Engineering: Survey and Open Problems.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Large Language Models for Software Engineering: Survey and Open Problems

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-10T04:30:42.577028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.577028Z digest=sha256:19f6fb2477e717482f04f91681c833eea5b51e814ebafe0b78bd11e49d3288bb

Observation d77b8710-7633-44a9-9cd0-5814d47abb09 · outbound

This paper cites GPT-4 Technical Report.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces GPT-4 Technical Report

Reference 35

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source=pdf_text observed=2026-08-10T04:30:42.582539Z digest=sha256:b85bc384aab232883bc4dc8810bf38ac917ab7ec7a3e1b5bf4e32acd2184a620

Observation 54050373-c8f7-4a39-9dfc-636306faaea0 · outbound

This paper cites InferFix: End-to-End Program Repair with LLMs.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces InferFix: End-to-End Program Repair with LLMs

Reference 36

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source=pdf_text observed=2026-08-10T04:30:42.587723Z digest=sha256:bd10c1a07b16568b69418023c7031a4515aca142f02aa19f5c4e2c6c2c2f1f48

Observation 978037b1-430c-4b3d-8361-27e7d3df74f1 · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 37

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source=pdf_text observed=2026-08-10T04:30:42.592372Z digest=sha256:df701e6bb7b7cd39e796f11fae8851e7cbb59738e6bae71fd6671eabf54b2dd9

Observation 73983558-60db-4584-95e0-604bb23b516e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Evaluating Large Language Models Trained on Code

Reference 38

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no resolver link, observed 2026-08-10T04:30:42.597153Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T04:30:42.597153Z digest=sha256:2b9f032c2f0dbd44e151d3f30a72c5dc318f037499f3236c8e9b258664662379

Observation e7b236ee-fc92-41eb-8972-fc63caa79494 · outbound

This paper cites Fairness of ChatGPT and the Role Of Explainable-Guided Prompts.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Fairness of ChatGPT and the Role Of Explainable-Guided Prompts

Reference 39

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no resolver link, observed 2026-08-10T04:30:42.607503Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T04:30:42.607503Z digest=sha256:b6b72ab92e00f03859d72a4ade1ec0c9f3b779d2ede2a09df0a787014eb563d0

Observation de8e8783-b0fc-40c6-9164-2b26e8a2e90b · outbound

This paper cites Are mutants a valid substitute for real faults in software testing?.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Are mutants a valid substitute for real faults in software testing?

Reference 40

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raw_fallback, observed 2026-08-10T04:30:43.234563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.612475Z digest=sha256:53ba590b8bcd79ba12b0cd0c55f1b9fb01c853e086b58dd70557cda7c1dab982

Observation d35844a8-1fe5-4a20-9c4b-bfbce72e5d63 · outbound

This paper cites How Closely are Common Mutation Operators Coupled to Real Faults?.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces How Closely are Common Mutation Operators Coupled to Real Faults?

Reference 41

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raw_fallback, observed 2026-08-10T04:30:43.219501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.618165Z digest=sha256:4fab13d044b33c531f73cebe3faefb171e1e8bd57c1a9a9c61242e55c4d2dabe

Observation cab3ec42-ca8c-4de9-b1ee-044d96acb11b · outbound

This paper cites BugsInPy: a database of existing bugs in Python programs to enable controlled testing and debugging studies,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces BugsInPy: a database of existing bugs in Python programs to enable controlled testing and debugging studies,

Reference 42

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raw_fallback, observed 2026-08-10T04:30:43.203741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.623620Z digest=sha256:aa3b65e518b7a137b5e3dec463c5d1bcc67e0048aafec396521381b856c0c359

Observation 6dc02de0-7dd8-4deb-a0d8-ee597145e113 · outbound

This paper cites SQLite - A Small, Fast, Self-Contained, High- Reliability, Full-Featured, SQL Database Engine,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces SQLite - A Small, Fast, Self-Contained, High- Reliability, Full-Featured, SQL Database Engine,

Reference 43

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metadata mismatch
raw_fallback, observed 2026-08-10T04:30:42.934079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.628444Z digest=sha256:c81e47a62b6365e0d4ca5a1e89f77331684e1602aa9a3f7e6834bfb22acef374

Observation ce798b14-fa0f-4e6d-a45e-589ac577456e · outbound

This paper cites Duckdb: An embeddable analytical database,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Duckdb: An embeddable analytical database,

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.185281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.633087Z digest=sha256:3936e3cd60cb701ce5cb0808c79ee48e42d53141946902259d56718f424106f3

Observation 936483a0-9f12-4ce7-8d2d-afaebe90975f · outbound

This paper cites Mixtral of Experts.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Mixtral of Experts

Reference 45

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no resolver link, observed 2026-08-10T04:30:42.638077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T04:30:42.638077Z digest=sha256:68d39f2de79010f733b2a98132f3193bce194c55e9a6389aa57b2841cdd6a7be

Observation 574fc330-fc7f-4fdb-b6fc-218e922ce89c · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 46

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no resolver link, observed 2026-08-10T04:30:42.643666Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T04:30:42.643666Z digest=sha256:3ff8f802cacaf77125d2d1e0cd1640c83aeb81f3bb7aa4a1647a56c323c50ea5

Observation dfa1bd45-7b6b-4b37-b5c5-8c05a711e555 · outbound

This paper cites Mistral 7B.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Mistral 7B

Reference 47

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T04:30:42.648327Z digest=sha256:9c485c8c4b756f638f6d67c07dbed66f6ba18313d12612c3d9160c758dafa9f2

Observation 95c6dc97-6b53-4641-abaa-3a12c1082a5a · outbound

This paper cites SantaCoder: don't reach for the stars!.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces SantaCoder: don't reach for the stars!

Reference 48

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source=pdf_text observed=2026-08-10T04:30:42.653430Z digest=sha256:1eca86ea07b1d28c63493aaa58233da829676bfdb8b6bd56f9aa796ec6b9159d

Observation 5b886ed7-a940-4674-a106-5d4c2921b74e · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Code Llama: Open Foundation Models for Code

Reference 49

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source=pdf_text observed=2026-08-10T04:30:42.658605Z digest=sha256:7a0b1c51310c0f7c3e3aa3f81521e39df8ac6a34de6493fa1bf520bad08a1e73

Observation 64a6de87-3265-40d8-a7f9-9bf6e56723cb · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces LoRA: Low-Rank Adaptation of Large Language Models

Reference 50

Resolution
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no resolver link, observed 2026-08-10T04:30:42.663929Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-10T04:30:42.663929Z digest=sha256:dd75506d8bdf0451a3f4882e5c2943dd3af1d3192cb779519e4fde63c7d1bee0

Observation 7c7926ac-ef5c-4c28-96ea-4e9ef971cd63 · outbound

This paper cites Enriching word vectors with subword information,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Enriching word vectors with subword information,

Reference 51

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.169310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.668799Z digest=sha256:79e345441b84b6c8e62be564d55f83c3c93d9ee2c0ba73c4c951f55b8d40f1a5

Observation e659987e-d605-47e0-b710-1b2500dca25d · outbound

This paper cites BLEU: a method for automatic evaluation of machine translation,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces BLEU: a method for automatic evaluation of machine translation,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.154311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.673287Z digest=sha256:f23184854e526424bc2d8b41c6972aca8a9ed92a0d05a738999c2d860a272f8b

Observation 5e8337b0-f91c-4af3-bf3d-83f464ac462f · outbound

This paper cites Attention is all you need,.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Attention is all you need,

Reference 53

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.138574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.677848Z digest=sha256:e25d0a8db17cbb18a0eaf26229af5af6d673ab226243820a8b176c62d03fb1dc

Observation 1864aba6-b0e3-428c-853a-d7aa963ca31c · outbound

This paper cites Secure hash standard (shs),.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Secure hash standard (shs),

Reference 54

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verified fuzzy
raw_fallback, observed 2026-08-10T04:30:43.123577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.682261Z digest=sha256:2d8cdfa1edcb1c2fa100a4f7aeebc1e796b76ee6877ea88d34a29422e7b70a50

Observation ec3b2ba1-725f-4dea-8a4f-23a109e975bb · outbound

This paper cites an unresolved cited work.

Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces Unresolved cited work

Reference 2021

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unresolved
raw_fallback, observed 2026-08-10T04:30:43.249400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-10T04:30:42.602364Z digest=sha256:2ba66fd031fd9aaad8c73bd2275de16bda1fdebd5b7c33992ab81e092cae4630

Pith citing papers

Observation e554b2a4-2eee-4267-a696-b749ecaf5ceb · inbound

Efficient Black-Box Fault Localization for System-Level Test Code Using Large Language Models cites this paper.

Efficient Black-Box Fault Localization for System-Level Test Code Using Large Language Models Fault Localization via Fine-tuning Large Language Models with Mutation Generated Stack Traces

Reference 93

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arxiv_id, observed 2026-05-19T07:32:08.688815Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T07:31:54.509251Z digest=sha256:79940ba8d073853713e5d647a81607837f0bea6abff6c8fda20051d316dae331