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Paper Citation Record · LEDGER

Context-Enhanced Vulnerability Detection Based on Large Language Model

As of 22 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 2 inbound Pith citation observations for arXiv:2504.16877.

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

pith.paper-citation-record.v1
2504.16877 v1

Coverage vector

measured 65 of 65 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:58:18.786052Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:13:55.122249Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T13:46:37.235605Z

Reference resolution

65 of 65 outbound references displayed

  • verified exact1
  • verified fuzzy0
  • unresolved63
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c06b332f-8be1-4d2a-bab2-b7b49555d674 · outbound

This paper cites GPT-4 Technical Report.

Context-Enhanced Vulnerability Detection Based on Large Language Model GPT-4 Technical Report

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.528472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.528472Z digest=sha256:d7b927f3c8a9822e95196e48dd11e96176c9bef13d91f0290acfdf714e530e0d

Observation 616387c4-d0c1-400e-8821-dfa8ba9b3db3 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.779696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.533983Z digest=sha256:cadc337f822a73591040e10dbe0c6b403f57fef16cfeb29e08b6b80e1830a56a

Observation 0e36893e-4d85-49e5-a381-ef60778806e8 · outbound

This paper cites Language Models are Few-Shot Learners.

Context-Enhanced Vulnerability Detection Based on Large Language Model Language Models are Few-Shot Learners

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.539823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.539823Z digest=sha256:d9b403f6f21b1ea911d146acfda823eb83d3543e327570cf4659d65d027ebb75

Observation c3d297d7-2350-4d32-9dd3-4e8b4f43c8eb · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.544039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.544039Z digest=sha256:5356ac19d32ba13ee2666fe9252e058d6ca07a1422bea868e19f5baa6611383f

Observation 2d95f15c-2a13-4cd8-8ecd-21ec4e479c7b · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.769159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.547891Z digest=sha256:6e4867784729fd619f67e4a70ecfa9dbbe64708d9150a4ebceeffdeb216dc84f

Observation a611e8ee-ee3e-4475-9198-8b21e7cb8126 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.758771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.552042Z digest=sha256:2d7ac317db2757ffcac9853b1c097eff2123e04832321ffbc2f901c8e43fe3d7

Observation 7c729baa-12e0-41da-af2e-cc72fdfda4ea · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 7

Resolution
malformed identifier
no resolver link, observed 2026-08-16T10:58:18.557448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.557448Z digest=sha256:29b5569c41834fa1a541673800fa5b55832716ab3f6e25af27d7192e024f9b8c

Observation b58629cd-bbc5-4fca-b752-897e441cbc0c · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.748312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.560918Z digest=sha256:e09d150043ae353b027ad79ee52d7d93ec0260fbb70a2dcbf94c28f6ac751799

Observation ecf297b3-7fdf-4d9f-b846-512a9c781783 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.738365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.564966Z digest=sha256:a94f7035005cd0b50b39d9be3013db7688daacc133effd9d1759b8595c1cdd1e

Observation 02aaf18e-26de-4ccf-8a24-57e756f8f018 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Context-Enhanced Vulnerability Detection Based on Large Language Model DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.568513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.568513Z digest=sha256:cc29da38e2334665f026e63edf2858a1012ac91600b1a6818eb3927b786cbc07

Observation b01a2ec3-34cf-4a1d-bc14-16b0cc4bd719 · outbound

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

Context-Enhanced Vulnerability Detection Based on Large Language Model Vulnerability Detection with Code Language Models: How Far Are We?

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.574410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.574410Z digest=sha256:3390f91a6cce4292be61e17d025277dfd75b516ff5ef756467a84f9dc73746c2

Observation 9a5b5d0e-3a4f-443d-84f3-9f109aeb4804 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.578803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.578803Z digest=sha256:4e942ce8c237ad3e758f15416be368203dc12da27076100b88d66cca8d419b97

Observation a10a7594-4869-409d-8a0f-142eddbddd50 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.582382Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.582382Z digest=sha256:bc1dbb1f6b795e07805e8a0e4527f7d8e180baf44a0e72cf7e493ee7f7bb6e1b

Observation c3a00c36-65fe-480e-8ae0-5f157176a1fc · outbound

This paper cites Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG.

Context-Enhanced Vulnerability Detection Based on Large Language Model Vul-RAG: Enhancing LLM-based Vulnerability Detection via Knowledge-level RAG

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.586513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.586513Z digest=sha256:cf116b4f23160e27e2100fc537185ecff1374871f3d58028371c1fa1488ea70d

Observation 9c5db352-c8e0-4591-b09f-3ae8bbcad0ca · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.612086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.590851Z digest=sha256:5d4acd760eb1b27bd7dbc0fee4100dddcdf7e19ab8758229b2db9dfa734ae396

Observation 0d84b6e4-950e-4e05-bf92-d286e134ea2a · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.425242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.594285Z digest=sha256:551416a15b44f52aad985e43c8852534449c5e5e60a5028ca5c8f40ac26a3521

Observation ba1abe4c-fce2-4d32-b2f0-8c8c5fabea24 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.403673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.598199Z digest=sha256:ae0e86eac1000a210ab3c9fa2dbeaed8730d0717371210e34f184a529ac8f0f0

Observation 18420dc2-a1a4-4f19-b43f-2e6738580ed4 · outbound

This paper cites Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey.

Context-Enhanced Vulnerability Detection Based on Large Language Model Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.601884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.601884Z digest=sha256:443120d1a28842c83f036696acf2cbb1037a1f3178b21fd40fe97425121096f4

Observation 5f00cd93-fb78-4826-9b43-113a2e32f8f9 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.392852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.606912Z digest=sha256:986b03764a76c2319bfd390a9f2fa56d8167d44a42064579723c7fbbb14befc4

Observation 8cdc48ea-dbe5-4642-8447-3d4be41d87d3 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.382380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.610855Z digest=sha256:40a40d63df2fd7ea5d2a845436d55bbb292025f5a346b232ff9393c46ab19f9d

Observation c6bc5fa4-31a2-4eb3-a047-19dcbfa5e9dc · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.371731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.614441Z digest=sha256:25581f30f32f98d2a5d500fbb7e7749c01faefc647dc95513a92b36cb17fea08

Observation aad32842-ca85-4591-991f-e5abf8f4bf39 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.619061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.619061Z digest=sha256:900b039fc4e27fcbcc2b439e162ab87005f400f6cc64dc003a8a1f843139d99d

Observation 2c275e20-08fc-48e2-b379-6ddb7ec29737 · outbound

This paper cites IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities.

Context-Enhanced Vulnerability Detection Based on Large Language Model IRIS: LLM-Assisted Static Analysis for Detecting Security Vulnerabilities

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.625955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.625955Z digest=sha256:6793d86e1e7d7ca5187459c1a9717bd6ee179264a21d14faf67ddafbb1a4d9cb

Observation 6f8c679e-df43-453c-a0fa-376672360e35 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.354670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.629330Z digest=sha256:5782e045542a443882ad6669aeb373ca8a8e6c4a0261269b5e14ea8cbbe467a9

Observation 2d36e4ec-0a95-4f61-8732-99bbb2c3b0c2 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.633208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.633208Z digest=sha256:d23744eb326282d124b8e6dc628e1bce3fd47c37320301bfff0c2cdf275384ac

Observation 57352b80-362a-4ac3-8be9-aaef5ff1a5bf · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.636923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.636923Z digest=sha256:03d8db75326f9d128380a4b30abc6cdf6e46ddb15c4c365c543c79656263b6dc

Observation 3f88db8a-12b1-4558-9f7a-4173c16fb05d · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.641054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.641054Z digest=sha256:d557aa205a4ccbac0cf22d57052bd143188a93a5f09de9ea8707fb1dd42d6c6e

Observation 25ab48e1-b169-4ecf-a922-f7d508dc6dd9 · outbound

This paper cites VulDeePecker: A Deep Learning-Based System for Vulnerability Detection.

Context-Enhanced Vulnerability Detection Based on Large Language Model VulDeePecker: A Deep Learning-Based System for Vulnerability Detection

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.645738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.645738Z digest=sha256:286dcf48acf7ca43f4be7e8481b076d4a486b3a3c71d850dca88325c41e705b1

Observation 4201cd98-f978-413e-bf54-fea65837e22c · outbound

This paper cites Towards Explainable Vulnerability Detection with Large Language Models.

Context-Enhanced Vulnerability Detection Based on Large Language Model Towards Explainable Vulnerability Detection with Large Language Models

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.649127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.649127Z digest=sha256:0b2aeccf69a64a2761322af5c5b8dc2a3d837daa86e187e570ef481fe8f6c283

Observation a2302a4c-0ce9-4af7-8183-4c2d0f00cd73 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.288256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.653826Z digest=sha256:f6cc71948e8790c923401216d3ac8dc02ad32d9ddd2e1fd97931f474e5f1bd0d

Observation 557a3143-3fa2-4a7d-855b-94151accc4a6 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.277649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.658353Z digest=sha256:0a62cd87564a18ab38f0c93a610fac0568f86eb07be14244f07f6780743ed349

Observation 3215ac95-baad-41c0-b25c-7cb1fe2d179a · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.156650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.662315Z digest=sha256:41ed942f8a5137d25e0cd6d87a22b38a9af3c6559a41577670f0e703d0a91b9b

Observation ecd27810-2742-4be5-930a-8bd49ddafa44 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.666364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.666364Z digest=sha256:2f7db106e67db3adb97173b24e081f7b61933d71787423426674b2cd330eb0e2

Observation f1df6718-c5d2-4dcd-a3fc-cf6ddf5adb37 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.671115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.671115Z digest=sha256:c578f37460af62f379fc510afe5e5725106c6a4c00a4b5247ae32a7c845fda8d

Observation 50bd11c7-588e-424d-99ff-a4a16d534d3f · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.040660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.674634Z digest=sha256:8cb6f918b5f8c5532b562453418f8982bf71ac28218b2a86839419243d361ded

Observation 26e7e729-6fb5-4c00-b959-2328e71b749f · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 37

Resolution
verified exact
raw_fallback, observed 2026-08-16T10:58:19.399205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.678444Z digest=sha256:2b39f9cdef8fe3d305104b7b3d3037cb5b6cf1a4a2a282738b8473c2f6598745

Observation fc62acee-5b20-4980-9d0f-263b89423648 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.682544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.682544Z digest=sha256:f4e366df71b8b1c570e829ea2ab20690fe876d657beb2767c0f235c3bfa5d0c0

Observation 21ae7ac3-f4bc-4de5-9ccc-077e34d53322 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.030020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.685700Z digest=sha256:3aebf38f6f6aa32fd7d02c40ef4d574c468ae7dda6f4e716d6d2f1681dc20dd9

Observation f83cc42f-582e-4cf7-a702-a95b43b33a00 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 40

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no resolver link, observed 2026-08-16T10:58:18.689506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.689506Z digest=sha256:f55c0f2384a200693e56e4a02dfb0fb283e409cee06a10d61bc17a81ef1d2578

Observation 1b7e65df-5cea-4d63-9628-d630acf4fcac · outbound

This paper cites Barr, and Wei Le.

Context-Enhanced Vulnerability Detection Based on Large Language Model Barr, and Wei Le

Reference 41

Resolution
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no resolver link, observed 2026-08-16T10:58:18.693346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.693346Z digest=sha256:3e00aea8fe8fcfeb00a5f016c329f1e142835d5ef4806af3063afbb81fafcbf2

Observation cafae9c9-14b8-40ab-9e8f-7610a223f44d · outbound

This paper cites To Err is Machine: Vulnerability Detection Challenges LLM Reasoning.

Context-Enhanced Vulnerability Detection Based on Large Language Model To Err is Machine: Vulnerability Detection Challenges LLM Reasoning

Reference 42

Resolution
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no resolver link, observed 2026-08-16T10:58:18.701503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.701503Z digest=sha256:9e2728c20e2be3ced094caea3d6d3b5ffb2de0a397e3eb9b4353774637476469

Observation 8c69c80e-af0f-4f19-b05e-2014c1f59751 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:20.006381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.705735Z digest=sha256:1a873e7420c4f0d3f33f0d93e80022fcd9bf8dceda3d5e2f1bba1db58c4e0868

Observation 20333ae2-f35e-4799-8884-58d4ee1ca2d5 · outbound

This paper cites How Does In-Context Learning Help Prompt Tuning?.

Context-Enhanced Vulnerability Detection Based on Large Language Model How Does In-Context Learning Help Prompt Tuning?

Reference 44

Resolution
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no resolver link, observed 2026-08-16T10:58:18.710313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.710313Z digest=sha256:e59f91bfdbac7fdcfa528c4769362d3c28c533c729215b98fb14ce5da52c5bdc

Observation 7d6c6db7-bef0-47f6-9f87-e08253539812 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.715106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.715106Z digest=sha256:69a5f8e5b280a04a6c3519e688a8dea09c9760f4c2b760769b35e16ce1a865b0

Observation d00d0fc8-f785-4ff4-b08d-c0a9e1ccea71 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.996009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.719156Z digest=sha256:7d48a00244b19e3434fc8553bf1beb22893113a754352c8da6fb1a97ffceebdd

Observation f6a32f67-9bb9-4e2e-ad45-6f266050dbab · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Context-Enhanced Vulnerability Detection Based on Large Language Model LLaMA: Open and Efficient Foundation Language Models

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.722887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.722887Z digest=sha256:f2fee03eb86f77207c368e0325b5667a2ee252497644d78095b17b16f15a60e9

Observation 11a39e35-7d8e-4bd7-8e41-a3c28941ccf1 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.726613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.726613Z digest=sha256:2dee20998ac8c7702133b9230c99926b222718dbad8402b465a750fa69b91f24

Observation 0f2c3674-21e8-4e97-b4a9-56caf7372371 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.729808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.729808Z digest=sha256:6af3fa8d7ee0b8c955a9534b53f7ef3a2eb8426442b1ef3196186ede2063303a

Observation 8d1d47dc-410c-4301-877c-339a601c0eb1 · outbound

This paper cites VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection.

Context-Enhanced Vulnerability Detection Based on Large Language Model VulEval: Towards Repository-Level Evaluation of Software Vulnerability Detection

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.733170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.733170Z digest=sha256:15ca624471b3e8f2981518554b07d0c44e0c0800e7a612cba8eb14e72483e037

Observation c574b23b-476d-4367-a423-08e85d75c162 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.977162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.736601Z digest=sha256:1b70f0d7f8818e16fd6b3ab0d3771f83dc36b333af027d5f60cdd77b2dbbf135

Observation 5a91c255-7138-4dcc-94a5-31196c154598 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.739608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.739608Z digest=sha256:7d22cff31a4494a4a65382703eb6c8083064773645d7ed85a37e9d60025eb553

Observation 696ea3e7-4cf4-4bcb-8dd7-f3df7f170c88 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.861002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.743104Z digest=sha256:3d8617788b0b7de0c102335f534ad5403164ed93c74ef5db379f7d1fbb090a5d

Observation 3e5054be-d696-40f8-a58c-db740157cf30 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.746937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.746937Z digest=sha256:b2aa26c60cda074bf88d2ba30a55b5971be6d0e1dbe4910bca4822f68d8b9944

Observation faf5b7fb-32aa-41ba-8df3-34d17f149f95 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.750536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.750536Z digest=sha256:5cc413a9d2637e9429bc1db1d2e54704f6d35dd90b11b354effa15dd8822b1ce

Observation 1acea9fb-d83e-47d5-b263-4e88b1befcfa · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.849525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.753942Z digest=sha256:8972bad7a3cd61502f1371b3a3d120ba651ae6aa60e59a01fea4cd0ea84768c4

Observation c4e7fd97-7563-447c-9712-103fa76a752c · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.757994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.757994Z digest=sha256:e2c3e662ae6e860fc24f3d65565291d520e0b8e75c4aad8990bc8d6cfa1dda72

Observation c149e6a6-dd4a-4bfe-854a-d8d59eac129e · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.838732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.761658Z digest=sha256:7d4641c37f3649f2925993ec94a3c7482fa77f18322997524f72c3790acd7e42

Observation 37a1fa61-0ab3-440d-af7d-2ff4f507ab13 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.765006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.765006Z digest=sha256:4b154993764ccf597b376f7189b056b91f1a6b421c8f6c2e5504fbcc7c4d2fd4

Observation 4860dfb5-70c3-42ca-8709-ec247b374937 · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.827338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.769017Z digest=sha256:38d1065900a9b310bc4465fe14a1a700106caed2ca9b4b924a39cb8035aa9be4

Observation f81fcc7b-6b81-418f-b199-0abbc68893bd · outbound

This paper cites Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection.

Context-Enhanced Vulnerability Detection Based on Large Language Model Comparison of Static Application Security Testing Tools and Large Language Models for Repo-level Vulnerability Detection

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.772420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.772420Z digest=sha256:e38fec535f63d243ebdbe2fb231313a2fa60420c749b4f941dd320b2777b90da

Observation fd7af385-bb43-44b7-87c1-f200d6e452ce · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.776427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.776427Z digest=sha256:89aead984016d448f34ef12f678d4558453531bf2620121860d6b795346f43d1

Observation 4aff0e84-35f3-418d-b7c8-bdc302f57e8d · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.816784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.779471Z digest=sha256:cda847e62eaa66c15feec24ce1cfdc793bb41b9176860f178a1fbb6e8c996d9a

Observation 8669e6ea-37ec-42cd-8b35-357f3bad463d · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.782962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.782962Z digest=sha256:037be85115a163d8b2877f1b5fcba6cf477e636ad6446692bd1c703a86ad2484

Observation eb824acd-b324-40ee-b04a-0dea244cb24c · outbound

This paper cites an unresolved cited work.

Context-Enhanced Vulnerability Detection Based on Large Language Model Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:58:19.797738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T10:58:18.786052Z digest=sha256:e4a040b73ef376e47434d793482dc3aa047268d317229ac0e63b5681fae4572d

Observation 34448a3c-3dc9-4eab-87e5-9af5e08b4eb1 · outbound

This paper cites To Err is Machine: Vulnerability Detection Challenges LLM Reasoning.

Context-Enhanced Vulnerability Detection Based on Large Language Model To Err is Machine: Vulnerability Detection Challenges LLM Reasoning

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-16T10:58:18.696897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:58:18.696897Z digest=sha256:454ef5aaa532be8010352c7b541872d019736ee7fe0379c54fb7dd95716932fd

Pith citing papers

Observation 1f9e1e36-f467-4119-8d4a-60a05fa84080 · inbound

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards cites this paper.

A Blueprint for AI-Driven Software Quality: Integrating LLMs with Established Standards Context-Enhanced Vulnerability Detection Based on Large Language Model

Reference 163

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:46:37.238150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-22T13:45:28.789452Z digest=sha256:b20077926f3e2cefba343796ce01896bace9fcc9b2f7d4dafc18fcfa6830b75b

Observation 98ca78d4-0008-47b6-b907-39649961d65d · inbound

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection cites this paper.

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection Context-Enhanced Vulnerability Detection Based on Large Language Model

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-02T05:13:55.122249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:13:55.122249Z digest=sha256:c4f6cadb7ad873ca7ff7197b53e2ac5d29e33971bfa46dcc127fd0a75d11c4dd