Paper Citation Record · LEDGER

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair

As of 15 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 1 inbound Pith citation observation for arXiv:2512.22633.

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

pith.paper-citation-record.v1
2512.22633 v2

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T13:54:32.643868Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T06:16:51.531156Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T14:43:31.655901Z

Reference resolution

71 of 71 outbound references displayed

verified exact0
verified fuzzy0
unresolved70
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43f14dd4-777f-4a40-b273-35507f2576de · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.453320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4af3861e-ddee-469f-8ca9-fa7ad1d5d0ae · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.457055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be7e7eba-f150-4399-9853-1af398f3d35c · outbound

This paper cites Program Synthesis with Large Language Models.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Program Synthesis with Large Language Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.460440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d788c34b-5a80-402d-afc8-629060cd556a · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.463845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09578839-5a96-418d-a23f-8660994d5aea · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.466879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3398bc17-1b53-418a-9536-4cfbf0ef1453 · outbound

This paper cites Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Tomayto, Tomahto. Beyond Token-level Answer Equivalence for Question Answering Evaluation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.469733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ad4614-b779-4c24-b759-dcf23428d9e9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Evaluating Large Language Models Trained on Code

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.473145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0203eab-99f4-48d8-8308-f748896b9ed8 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.476218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07b51a0c-f7e3-406a-b145-f7905bb3d70f · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.478933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bacc05ea-d90b-471d-89cb-bc5e8679a74c · outbound

This paper cites Vulnerability Detection with Code Language Models: How Far Are We?.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Vulnerability Detection with Code Language Models: How Far Are We?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.481512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00166a22-5996-4e15-bed2-5435130f30ea · outbound

This paper cites CodeScore: Evaluating Code Generation by Learning Code Execution.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair CodeScore: Evaluating Code Generation by Learning Code Execution

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.484609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d15d4d7b-668f-4fbe-bb62-c0b30e2227fb · outbound

This paper cites Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.487497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 151693f4-27bd-4822-bb7b-a0a0c1fb86b9 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.490322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 251a5299-4648-42ac-a0c1-f6857fc8718b · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.492888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e34e220-4070-4166-b83d-829fa21ada68 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.495519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6981d794-a1de-4750-bbfa-29a5d432554f · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.497969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7e84580-78d1-447f-b4f3-626c19c0fee4 · outbound

This paper cites 2024.2023 CVE Data Review.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair 2024.2023 CVE Data Review

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.503424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6617a27-58ea-4c61-86cc-9319486d528e · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.506108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8aa141f-72ca-40f3-b032-3f2d2a2e8d57 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.508865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a240a17-0838-42cf-a1e1-1454116375f5 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.511426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfc75907-df19-4e49-9cfe-e5e12acfbe6a · outbound

This paper cites FixEval: Execution-based Evaluation of Program Fixes for Programming Problems.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair FixEval: Execution-based Evaluation of Program Fixes for Programming Problems

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.514009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f2794d-2bf4-4296-8211-394deaeed7b4 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.516738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d96e59ae-f035-49f5-a68b-432840e1bf86 · outbound

This paper cites Measuring Coding Challenge Competence With APPS.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Measuring Coding Challenge Competence With APPS

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.519534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1efb5fc-1fda-45af-9278-b7257384c087 · outbound

This paper cites Barr, Zhendong Su, Mark Gabel, and Premkumar Devanbu.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Barr, Zhendong Su, Mark Gabel, and Premkumar Devanbu

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.522661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f6779b2-cbe0-4479-ad77-ebe1eb4d2e74 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.528279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a7cbc9-c403-4572-bdbb-b6df9363b0ca · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.530823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d651c132-5133-49b0-a0e2-b7153cfbb86e · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.536310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 981816b0-5ad1-4bea-8120-4c554b0f6f5b · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.538831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 910ab79c-793b-4aef-9ce2-35b2e710253b · outbound

This paper cites Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.541410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb9180bb-3b54-4211-86c3-b16290504674 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.544087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 882f5d43-84be-4f91-8b17-f209f00e9b24 · outbound

This paper cites Predicting the Generalization Gap in Deep Networks with Margin Distributions.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Predicting the Generalization Gap in Deep Networks with Margin Distributions

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.546530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65ae0933-1d38-47ca-894f-b8c8eb437a18 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.549409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0304d24f-bf7d-44e7-a8dc-f3e534bf50d6 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.551856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf38e56c-7720-46bc-bbef-869562604e65 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.554437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 334a82f0-9004-4a07-847b-a31663149bba · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.557028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e52de88-a515-49b0-8d55-99009708579f · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.559566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 860a8d33-def3-48ef-b598-7fcc195badfd · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.562102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a94b371-dbc5-4d60-afa2-8e506827febd · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.564688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe5dba44-3871-4673-a5ba-14fa979866cc · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.567348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c222a5fb-a870-402a-96d2-0f6ce6ce7be0 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.569988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edee49c1-bf65-45df-84fb-533ec38fcdfa · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.572733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fda08ed-a6a3-43c6-ae15-1d806c492729 · outbound

This paper cites Regression-aware Inference with LLMs.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Regression-aware Inference with LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.575334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e81ef5e5-3cd9-46c0-b198-a64e769efdf5 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.578088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa8fc486-ab8c-46da-b4c4-caaaaa470cf6 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.580807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a915b139-488f-422c-ac60-180565cea645 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.583304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd24a55b-e271-4d63-909f-262b712b3d7e · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.585931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ff1229a-f2fa-456d-b509-ce63ac707814 · outbound

This paper cites 2022.extractfix-benchmark.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair 2022.extractfix-benchmark

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.588507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4181dcc6-6c6a-484b-b788-0440d2ac4b61 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.591183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4b3f48-3aed-425d-9ff2-6babd3b37b1f · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.593643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2425ec7a-d353-4bcf-b83d-db2a690cf512 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.596183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5f1f028-8595-428f-a0d0-53e85db0b1af · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.598762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f5eeff3-dc07-4505-8cc0-19bd90af601b · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.601352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91651aa4-e8f2-43d8-be13-9f0c3eab1404 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.603902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa504f14-5f4e-429f-9d89-ae7b07e86146 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.606448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12044d13-bc59-4786-a4da-6e2e6274b7e7 · outbound

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

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair CodeBLEU: a Method for Automatic Evaluation of Code Synthesis

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.609082Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f7b55d9-caf1-41d5-a5dd-72bbf434b10a · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.612154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d417087-8be4-4830-8029-92ec1827cea7 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.614672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a381994-b594-4288-9fcb-329a27427232 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.617144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca5d8ebc-038a-4df8-b9ef-04b0cae1be5d · outbound

This paper cites 2012.{AddressSanitizer}: A fast address sanity checker.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair 2012.{AddressSanitizer}: A fast address sanity checker

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.619769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fe2f148-a124-4fcc-892e-29dbc0a7d9cc · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.622955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e75c877a-2cb3-4697-9083-79ecac35b7b7 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.625501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f512a974-6763-4ece-aefc-ae2290b4854c · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.628115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0589c0f4-3588-4e0e-815f-26780b6696cb · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 63

Resolution: malformed identifier; no resolver link, observed 2026-08-03T13:54:32.630879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be3039ae-ab2a-4a21-acc6-092309b2041f · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.633553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfc2af35-80dc-4459-ad08-cf0675a5b943 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.636088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc92206f-e3be-4053-aa29-7869376f0d40 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.638516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e585b4e7-bf87-4850-8a91-23f315bc7f80 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.641379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac0cf082-ecca-4cb6-96ce-f90a07cb10e0 · outbound

This paper cites an unresolved cited work.

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.643868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b06751bf-3f4d-4b28-b777-e2a8e633445a · outbound

This paper cites In2012 34th International Conference on Software Engineering (ICSE).

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair In2012 34th International Conference on Software Engineering (ICSE)

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.525371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f6c7376-388e-46dc-8d9a-eb6859994524 · outbound

This paper cites InPro- ceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(Singapore, Singapore) (ESEC/FSE 2022).

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair InPro- ceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering(Singapore, Singapore) (ESEC/FSE 2022)

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.500894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdd0c0c0-6afb-423e-8f28-693cc3c5a29f · outbound

This paper cites In2024 IEEE Sympo- sium on Security and Privacy (SP).

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair In2024 IEEE Sympo- sium on Security and Privacy (SP)

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T13:54:32.533675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 207f99ef-9098-412b-bb83-22db3cabd201 · inbound

EvoRepair: Enhancing Vulnerability Repair Agents Through Experience-Based Self-Evolution cites this paper.

EvoRepair: Enhancing Vulnerability Repair Agents Through Experience-Based Self-Evolution Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-16T02:22:31.477916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.