Pith. sign in

Paper Citation Record · LEDGER

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection

As of 13 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2512.10485.

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

pith.paper-citation-record.v1
2512.10485 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T17:13:51.285401Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact2
  • verified fuzzy0
  • unresolved50
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cbc15218-d6db-45b0-a479-187ae7de37e2 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.144302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.144302Z digest=sha256:1b11bc00e55a0823efe1a467c225dd164703e3320b185f410b97fb2548c7e4b5

Observation 02ab4710-5164-4462-a84d-238a171ee219 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.268419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.268419Z digest=sha256:ca92d348fb199252976e18e65415e4f91aff73bacba484070fd81de07ca68332

Observation 1413bf3a-4b79-42f2-bcd9-c35e7a2d5981 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.359649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.359649Z digest=sha256:80804987536e610e8873626de38cc18f4e397cafe9fc8846603dbe415722c683

Observation 8e3bc307-a54d-4fa4-af9a-c13a8d30e480 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.530170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.530170Z digest=sha256:845b34d1d4357696cfce6e00fe95eb5010ac3ce22d3830cedd704662d43a57de

Observation 8164942d-8c3f-494b-bca2-92bf560c8aff · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 5

Resolution
verified exact
doi, observed 2026-08-03T17:18:33.715886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-03T17:13:45.713600Z digest=sha256:615cce9907578ca7a710369b5a407eafb211c098feb775159a16f761d4abad56

Observation a90b4291-5999-43d2-8561-69031e219f04 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.828600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.828600Z digest=sha256:f8cf8363c92f01b4d0f4a4fba9872311be021e90f6fa605bc36b56a40f8b8261

Observation 6d15477f-839c-4b23-93cb-5ddf33830e12 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:45.978602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:45.978602Z digest=sha256:30d3d7aacd3545015d85e36758d5236617d7414c8bb19edfe1d649c99d980b0a

Observation 6ad3f335-fc4b-46a5-a2da-f3d8459de95a · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.118844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.118844Z digest=sha256:2ad620febc3e0e34dcb30601e0ec7318519d879e9162843a2c9f8bd6805ad24a

Observation 8e416690-8960-4918-b0eb-650822a87500 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.385393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.385393Z digest=sha256:59c73ccc2916841dcc3b614e50222404919228f7973333f479b16a6e07b4bb98

Observation 0ed92504-e8b8-46bd-935d-8d62128c090b · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.522601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.522601Z digest=sha256:dad16a407a8aee9f709596aa84b128f3ab5e087a63252c290c410f2611f221c1

Observation 6618351c-f814-4b69-81c1-6d014dc60e36 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.634989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.634989Z digest=sha256:c845138279bc3db4ec2478f84ab9537e0c417eec9ce2a7884fe62ac200708ffa

Observation fd2a763b-f351-4388-b2dc-c41735548202 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 12

Resolution
malformed identifier
no resolver link, observed 2026-08-03T17:13:46.750978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.750978Z digest=sha256:115eaf124b9a9114371206a073eeff8785dc949ad7a12c2643640d5ce2805106

Observation c4ecbd65-3bc8-4600-bdf0-387327f47141 · outbound

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

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Vulnerability Detection with Code Language Models: How Far Are We?

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.866197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.866197Z digest=sha256:3ebaf9e7c80e761bbaae25387beb3d9ceefcce613fd6e3c799abeef498e202f7

Observation f8bc2477-5ad4-4f8f-8e75-1f6c4d318c0e · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.030138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.030138Z digest=sha256:58e0d996788befa016e3d9768c9d8371ca38121016bec9eb3c71c92abb5f032c

Observation 44ab54b4-aa91-4889-a1ef-5724fa655ea5 · outbound

This paper cites CodeBERT: A Pre-Trained Model for Programming and Natural Languages.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.174217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.174217Z digest=sha256:4b7a60b46f5ae83691211fcda84fa96a5aaf3547eeeb31c21d125f0b97d62c20

Observation 9d1812c5-2f0a-4dd1-b7f1-4d480c87cb5b · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-03T17:18:33.471305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-03T17:13:47.273125Z digest=sha256:5f2b36d569a08fd4c702696fc90261704ba08a1e1f16740e1969e9c1cfa44cdc

Observation 039d72fb-cc01-4344-b618-98b89b80c6ed · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.446956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.446956Z digest=sha256:d9fc3da33cd3ce54c9ab66ee34505106a82e482930bd34f29387aa76b50fbbe7

Observation 2bb98857-6c98-4425-9386-6da78e0c9d3d · outbound

This paper cites GraphCodeBERT: Pre-training Code Representations with Data Flow.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.599046Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.599046Z digest=sha256:32c40994c418ff219f8f7627dba8e6d09b7b45133766af8e768909128d079974

Observation 876084c8-579c-46d0-b5cb-fec2ae0034db · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.834939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.834939Z digest=sha256:665245864a2a49c654e5d645597edd62e6ad52a2681d6997855ed9444643b698

Observation 852a2aeb-94b1-4424-9386-00c34eb1f178 · outbound

This paper cites Ali Babar.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Ali Babar

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:47.998234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:47.998234Z digest=sha256:e149d49657aadd22f177a6afe0f5361717960576cf201e8393c5ddd18c29d2d4

Observation b17e64ae-ed5e-40c8-807d-088bbb4fb69e · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.164209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.164209Z digest=sha256:b2b185b1c2c893890b27bd86a69333134fd1afecf116a8f440ed97a0c4423a1a

Observation 6a0d3c68-ffdc-479a-a5cd-c1dfbc0782e0 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.272909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.272909Z digest=sha256:7d3c7a32c566be0216bd856044af9f4cf67910ddf9caecf79bf52a038f0008dc

Observation 0ca1d4fc-4efd-485c-aee2-59065f6c7c37 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.370057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.370057Z digest=sha256:996ec58aa0e2b5bfe5a1ea893c4a072945583ef5530450af569eda7454cec71b

Observation 7cf4a5f0-de2c-4e50-a814-60926cf41c94 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.648765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.648765Z digest=sha256:e2e1676cd637c596954dac463e550ccfce471899d5c4555f6879acb1c0e1f533

Observation 626ecbb2-cc47-42d8-89f8-b48fbcffef90 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.743122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.743122Z digest=sha256:4bebe391e570327d9d404dd45fd25cd14ce141f2a093b1e5eaa38687d722b7ae

Observation 7ef3b29a-fba3-46d0-a120-3d9282e4d374 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.830318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.830318Z digest=sha256:c4dd213d260f76993c2ddb9bc1cfca111fcc6a320a44c682cda33ad2545f8859

Observation 518a73ed-9f43-4ff9-8a46-227db2dbd1f9 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.967588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.967588Z digest=sha256:d98c016edf87768a53edd7736c264cca0c424f11d4539e3076c3d4724dac4042

Observation 9d53b403-66ba-492c-af5c-f8dcc512c64c · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.165946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.165946Z digest=sha256:4ed1366eb787b473775e563b6e1d55785c13cefc7adf360964db62ab1920b1df

Observation e722f190-7b52-4cd9-922e-1c76397956f5 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.263967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.263967Z digest=sha256:82e7c8d92a3333008f64c8b2acc9844e43e8ed1766be54612f5ae8c3c1d9a902

Observation 79f7e1fb-8096-45bf-8c8d-b59910df842d · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.358468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.358468Z digest=sha256:ec75922ba44bee447560dc843c73f7f0bc21052ac2de4c6e8f273dfb77fce57d

Observation 178c578c-b28c-49ae-b6f8-2a820eb49fe7 · outbound

This paper cites 2025.NIST Software Assurance Reference Dataset.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection 2025.NIST Software Assurance Reference Dataset

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.448162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.448162Z digest=sha256:2b5adc43ef21505571cec9b580dd89af3efcbfc7e0178ce979ff740efb7ed160

Observation fff27ae2-3fb8-424d-9e42-31a4ff75a278 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.549248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.549248Z digest=sha256:7528c1d834b3dafabc3c8cee53932b94f6ccd41a4da3541e29c941874eaa3c60

Observation 092b33f7-6f00-4239-b77b-262ae6902fab · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.625115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.625115Z digest=sha256:4b9788aca5f0690e13ad170dc67c5aa19c8c844bfdf90dfad9aba23fab46f753

Observation 99749e83-ad6a-4357-9dd6-ddcd4e82bac6 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.717207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.717207Z digest=sha256:b21663c9a54c6ea96c8f6cd99e6afd8ec04fa0d6c9b9061b1668f3a8cb98fe15

Observation 4d6250f1-46a8-44e9-b147-581d5c95589e · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.903047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.903047Z digest=sha256:84f8eba2c3115692a18f8ce651aa5a107f8be3da81fcd5e56570bb889fc5f208

Observation 33af72e6-97a0-450e-a15e-e61826a902c4 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:49.991323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.991323Z digest=sha256:cee0744776efcd8dc6220c63f8e9392065118aedbf89d606f245e8d884039f73

Observation 2fb0ba9b-f24c-4e45-8175-4da1ac3f7993 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.172678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.172678Z digest=sha256:51bc622b4237bbf53787f2f267cca0365664ce13d50f5d8c9da9ff48226ecc49

Observation dcea3522-44d2-46e1-a5d6-756632ce531a · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.232523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.232523Z digest=sha256:b3582c033b73fa8a1d042d70e71cb21ef357eebbf52fe9a16da848b5a55de69d

Observation a6a7fe27-5d73-4ec0-a19c-12a376b91960 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 40

Resolution
malformed identifier
no resolver link, observed 2026-08-03T17:13:50.293482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.293482Z digest=sha256:97d26c47a1f0e8d69ed657f5181f9e80c67f44a74515ce9ed16cc8b7ddc2b9cf

Observation dc8c168d-e599-4355-937b-ede2b9acf4d1 · outbound

This paper cites Zhang, and Qing Liao.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Zhang, and Qing Liao

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.456837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.456837Z digest=sha256:065c0bafbad7eb51df5e560cc64cc2e3a37ede6aa993e0de9e8d75f95264b7f4

Observation 795d59b8-4ca0-43fe-b487-b10cb6006922 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.549893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.549893Z digest=sha256:c56a95bb659205075bd2556ee5d8baad188721bf8f0dd08471f29f91cfee00f9

Observation 5e280d4f-ed6e-4b71-a0e4-ba916fca728c · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.710505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.710505Z digest=sha256:dcd94bd670a62db64cd2b1f666eaca095326efd7eea6372139e4d04dd69a482e

Observation 0b23b5d3-2067-456e-85c7-9b64d6d4ae66 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.791253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.791253Z digest=sha256:7a386452421572357fef6a96cd8be8a0684c0f268cf138c7dd43123c0355d4ad

Observation 19cb9d96-6646-4135-a785-432365561f91 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.876956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.876956Z digest=sha256:039538773d1e9b4a5ba998096d2fc7bf6786e63228aa8b9850a3a3d53877f431

Observation 927ec35b-f0d8-40eb-a7b8-61d7e5b56f65 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.651067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.651067Z digest=sha256:c847f653d6bca77b751abe79f3ae42ab22fded572b27521d3a4cee0915190aa5

Observation 97eed3ad-9ff6-4ccd-af30-bc6a8809cfc3 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.059649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.059649Z digest=sha256:3688d80f9b4a2c08d720dd98f07f68dace4fee742986ee25ffacacb2e1d7cfc0

Observation 7ac6c7cb-d83e-444e-92a1-b317d530d4f3 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.093093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.093093Z digest=sha256:1b4c54d4723f1589687b4c7c11a99bfda2e411a76593e6bcf8d4019171202192

Observation 447d1853-d489-4fad-b616-f0d33e78ef49 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.139278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.139278Z digest=sha256:03e7793ba2b894acb3394f83accc36b85b2d2ea0203983cccebe8247b65961af

Observation aadc3c3c-66ba-4eb9-bf70-ddcf0c34fd9f · outbound

This paper cites In Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings(Lisbon, Portugal)(ICSE-Companion ’24).

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection In Proceedings of the 2024 IEEE/ACM 46th International Conference on Software Engineering: Companion Proceedings(Lisbon, Portugal)(ICSE-Companion ’24)

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:50.930604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.930604Z digest=sha256:f1caed93b95cc703ddba3a4541d3051b36e9c5356718bb8d5f6f34286122abfe

Observation 7665b0f1-3e14-41fe-82ef-a255ce146b71 · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 52

Resolution
malformed identifier
no resolver link, observed 2026-08-03T17:13:50.993279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:50.993279Z digest=sha256:af2bf59c4cdbde36b149053d6efb5f6cac897296bb4a8d9db5f2eeef855f2a79

Observation fab5bd8a-9804-4e35-8439-0d267af91aed · outbound

This paper cites Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Devign: Effective Vulnerability Identification by Learning Comprehensive Program Semantics via Graph Neural Networks

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.285401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.285401Z digest=sha256:4b0304789b04b2632eab2ddba3d42121118426b9949c9cfc7102a50752316ef9

Observation 67f3a5be-9202-4eee-a3bb-6f96d6294a9d · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.191235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.191235Z digest=sha256:090f134bb8a53a2c6e6be93a610dc4393cb554097568ffc6c6cc592c62681f28

Observation 4517b8dc-9504-4fea-90be-77b7f257805a · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:51.249590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:51.249590Z digest=sha256:c652739e0da4aad3c3058afaf81e297c9fa75535067da970ddcea47f51f431f2

Observation aa9c3158-61e9-43ad-a336-5c0698e471ed · outbound

This paper cites an unresolved cited work.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection Unresolved cited work

Reference 2021

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:48.462672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:48.462672Z digest=sha256:c684971da3818fc5f69cd03b30c14e4568024ff1d6d69c62cd52af9190b5be53

Observation dcefb451-d1ed-4f05-9b23-1c6ecc018881 · outbound

This paper cites InProceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection InProceedings of the 26th International Symposium on Research in Attacks, Intrusions and Defenses

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-03T17:13:46.228670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:46.228670Z digest=sha256:b95c0641a3d21a486abbe271a0fe1a5b719a3cd06c61e60b94b94a026572f2c3

Observation 6d436295-b1c6-4b2f-80a5-25df07dcd812 · outbound

This paper cites IEEE Transactions on Software Engineering50, 8 (2024), 2178–2199.

From Lab to Reality: A Practical Evaluation of Deep Learning Models and LLMs for Vulnerability Detection IEEE Transactions on Software Engineering50, 8 (2024), 2178–2199

Reference 2024

Resolution
malformed identifier
no resolver link, observed 2026-08-03T17:13:49.816347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:13:49.816347Z digest=sha256:b94042a42167198a93daa5424e691aed912e687b39bb24ae6c4012521969313f

Pith citing papers

No inbound Pith citation observations are available.