Pith. sign in

Paper Citation Record · LEDGER

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.16661.

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

pith.paper-citation-record.v1
2507.16661 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:10:12.579941Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

44 of 44 outbound references displayed

  • verified exact1
  • verified fuzzy2
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f1c957f-26d1-4267-b412-b663165f3c8f · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.457491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.356402Z digest=sha256:f28b3d0f3e9b66be33037c720b28c9cfbf869e4d4eb959e9f452725a7e50451c

Observation 6ae72e30-87dc-4696-9e5a-0d9e420f6208 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.441831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.361509Z digest=sha256:70ec697dd677f5ec29e909ce30eb25e7d04049d87a6ffd2f8a74b5bf2b1a489a

Observation f24f2c65-e203-4c7a-92ae-59f4f7797ae6 · outbound

This paper cites A Slicing-Based Approach for Detecting and Patching Vulnerable Code Clones.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones A Slicing-Based Approach for Detecting and Patching Vulnerable Code Clones

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:10:13.008950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.366254Z digest=sha256:2002951a0f13cbf9f361d8cb0e4acd0c3120767f2c1ba9e34c7f541d2733f777

Observation 14659341-77d8-4408-a8f7-1f294b7ae234 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.426749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.372148Z digest=sha256:a8538d1615a50f62cddabafb0d4e8aa5394ac40eccf8ffe194ce03021c7c1b69

Observation 46f4f0b5-a122-432e-99b2-499ca638d34d · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.377037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.377037Z digest=sha256:4eb3f0464c89c935a13b426a967bab4d028b0a71d7180557bcdaefcd32c1b141

Observation 968727e8-9dd0-4d79-a258-53ec55fce7b8 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.402840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.382148Z digest=sha256:c3da7c828b660585a0ca7f8d1424670340d10c9512699c8f38836e4aeafa4374

Observation 7b55674c-6832-4fde-a81a-3ed02a2e57c7 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.388644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.387284Z digest=sha256:90c7546c20ce819ad39f02e79d637331ba3217a2909741eef5ab6ef268e792ae

Observation 832a7797-c80e-4231-8cef-df15cc817eb5 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.370757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.391808Z digest=sha256:547831ad56619422aa83b80bb5d8fd97865b79940460b20321e5cee4be8d934e

Observation facbc142-67fa-4d84-b91d-6c670f0b06e9 · outbound

This paper cites JavaVFC: Java Vulnerability Fixing Commits from Open-source Software.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones JavaVFC: Java Vulnerability Fixing Commits from Open-source Software

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.397810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.397810Z digest=sha256:e87cd8bfa0d757dcaf9e006d4caa37e2402f2427dd86e5b7853925b77c2b7e8f

Observation 94c93a04-f933-4147-a410-2a8149a26795 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.351862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.402808Z digest=sha256:7d460b97b8ad40d6ea6a8cd01f20695b2a70a5e33593a05f0f015f5ee5fa8e39

Observation 8be0eeab-6b08-4e33-8eb2-333bff37946b · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.331591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.407269Z digest=sha256:2211ae416fcd7135e628ca6a43377280776a5b17db0c22bd206199509ccc8feb

Observation 53612543-b095-45e8-9deb-a5ab1142f93f · outbound

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

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Vulnerability Detection with Code Language Models: How Far Are We?

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.412136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.412136Z digest=sha256:368182619468968e9304738d8f793365432051845416f6208613884610b9c2c2

Observation bc88c953-7124-40bf-b5d4-9d477f7cae9c · outbound

This paper cites The Faiss library.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones The Faiss library

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.417412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.417412Z digest=sha256:a16e65de1f54b7c7d5b02341be49728795b7b55321ce36af8267e900f3503286

Observation adee4f15-d721-4866-805c-bf86223e640f · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.314502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.423629Z digest=sha256:83e80841f71b6a1104bbcacbf12c97398798d1d822230ba3ebcc9cfd352fc301

Observation a22b6519-9634-4fdd-b39b-982a04d9ae2d · outbound

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

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones CodeBERT: A Pre-Trained Model for Programming and Natural Languages

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.428297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.428297Z digest=sha256:a939f69ec92b0d8d8b0010281e4d0d8c76784ba0d78f9edc54439190470d0561

Observation 196326bd-4b31-47ce-8a41-15127b23130f · outbound

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

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones GraphCodeBERT: Pre-training Code Representations with Data Flow

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.433307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.433307Z digest=sha256:b0d25561171268c779f3d8e898803218cfcaf37e1cd695c11795ad3a88618eda

Observation 46c354c3-cdd9-492f-8efb-a13540f7fd3f · outbound

This paper cites jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.438624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.438624Z digest=sha256:f7579bfd544f228a7b70f61206f1516a3415ee8cf8516fa3c08b885f6b8fc8b4

Observation 114e91f3-15b1-4f02-91eb-950acab01315 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.298368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.444913Z digest=sha256:06d8b35c4f45e09f09e7049062efffea761a3564c2fdedf44b8502a5ed24c765

Observation da78a50d-d6df-4641-98ea-1a8b3410eafe · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.282543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.449715Z digest=sha256:23ea21d62e8a21b07df3af51ae974bc303ae4f70a7f6e53f52353d6606c6a241

Observation 3bbdde6a-ae2f-466b-a366-feb1c7b8e4a3 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.454499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.454499Z digest=sha256:282d8c91e2930db9e3515714daa35385cc8c86d0fb8a5fba6d6c2416368176db

Observation 596a9f8a-697a-468c-a41a-41f7ec9ef03b · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.250756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.459887Z digest=sha256:33d26ae429239847e03e8b237abf0ca63014826a315dc22443f312b2d5f2ce9b

Observation f00f0d08-94eb-493b-8eb0-21e245cc3516 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.230187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.464374Z digest=sha256:08188db5b313d82064df4e1cc7da81dd9535aa1c68a1bdfea4c1d94f4cb791e0

Observation 49de988a-b482-450d-b7ff-6188210c4350 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.215847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.468927Z digest=sha256:7f80e5813806e0f4a1a1aff3cab170597570bcb4814f6538f448eade5ef96aaa

Observation 4c79f632-da5e-4f92-aebc-ed75411eabe4 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.201152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.474595Z digest=sha256:b8af5bfdcf5202b7885b13ec89d2d016816391a2ab7f04848fb89786f8875fc3

Observation 94a9c04f-ba76-4b36-a20a-43f9a0ce2f61 · outbound

This paper cites CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones CleanVul: Automatic Function-Level Vulnerability Detection in Code Commits Using LLM Heuristics

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.479822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.479822Z digest=sha256:be27a58a9451ec343cf479659e0be67e1d16a9a0b654db8a5d5da23cb2fb985e

Observation 3877ab62-19ed-42b1-b1d0-81cbbbeba20f · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.184805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.487527Z digest=sha256:357d53601a888306148e2b690fdd0499581ab84b1bc8be69099459acb34fd722

Observation b8b319b1-81b3-4727-b22f-b513d4f68c0e · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.168945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.492471Z digest=sha256:4d792c39ab6d694f21c1288f53dfe86f4cb174bff4a25aba592774ed656dc8fc

Observation c68f5f05-c164-40d9-8bf8-909c2b1bee7a · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.498386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.498386Z digest=sha256:32616b0df2e83dea7f5b4a931afb7e0ab5a3759dab7ad45a6970efb7acbca698

Observation ab166947-a79d-492e-9763-6be71e1036cf · outbound

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

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones VulDeePecker: A Deep Learning-Based System for Vulnerability Detection

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.502562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.502562Z digest=sha256:5ffbed81b0715f47dee7554d1a78e885d2925137dae88d6ea3fd61b12fcd31ff

Observation af4e289d-e5c2-4ad3-b8c6-19ce9ea209f3 · outbound

This paper cites CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.508073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.508073Z digest=sha256:58f494c12a4d920021e2afb4d99de0f25a120eb98fd241d34c1cf9dd955e01e2

Observation f0927c37-0723-447f-876e-6c7222a95db7 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.143978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.512727Z digest=sha256:7d26d374d4a9a22edda43f4b0eb6fbee301b63fe3488f66d6447578674f1b0e7

Observation b3d32548-e8c8-4c4b-83c7-0a8c4d22c992 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.127966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.516958Z digest=sha256:7fd2b409d5a5d077bc9fe745dc1c6d7ef7d83c9884d33c8c8ec75be0b24d62fe

Observation c36b2941-0c35-4401-a070-b789c551231b · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.113690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.521819Z digest=sha256:319ab395d7af0facbe7648bec878265b6f80d48ccac9aafe39779389946896ac

Observation d3d5cb4f-cbb5-42f3-a512-65bc8a42649d · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 34

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T15:10:12.812895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.526859Z digest=sha256:10d2f894fe7181eab67bce4cd2e5d1bdc58ea9786181628dfecb4eb74283abe8

Observation 92d4183b-f737-4107-a000-a661a07aa455 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.098589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.532498Z digest=sha256:6a682ca35e5a7d79f79ae076df0255543c17793c804f9e539f12734450e86ecd

Observation f3a1e0e9-7319-4889-86d7-8542e5bf3466 · outbound

This paper cites jina-embeddings-v3: Multilingual Embeddings With Task LoRA.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.538883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.538883Z digest=sha256:408c9d1adc5a5ebffea7cf506b2bc2179353b631eb01b8e4eb8b11da4cff4e70

Observation 3b997af6-5d5b-47c9-8b2a-32cb988ee410 · outbound

This paper cites Confabulation: The Surprising Value of Large Language Model Hallucinations.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Confabulation: The Surprising Value of Large Language Model Hallucinations

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.545216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.545216Z digest=sha256:820bdad4c3f8c20ea279dcd95b35a76af24ccaa870cb09a6ad766680cf0416d4

Observation f7e64d7b-532a-40e5-a8d8-e9bfee3f91ef · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.549745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.549745Z digest=sha256:8cf9bf3cad4e830210eeaf1a8ac1369a57a5952e91e2d3195abca9516dded45d

Observation 250501d7-50f8-4416-9f21-8c99fe033e02 · outbound

This paper cites Qwen3 Technical Report.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Qwen3 Technical Report

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.554481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.554481Z digest=sha256:88bff0a96a7fb446fe7e67533aa1429acdd7bb738d734912f9c555e2592e0d61

Observation ea7f2588-813a-4869-9595-e8fcb6157f44 · outbound

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

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T15:10:12.559690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:10:12.559690Z digest=sha256:e75fbb647e0da240ed220020adfc04a0d912a82488bb30690f6bca12d22c45dd

Observation 791848e4-78a0-4e00-8910-16a1e40d84db · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.072993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.565375Z digest=sha256:9bbb9cc063f44140c8a4db3f700dcfc12822b1d39f0b1b65179d634051c8b492

Observation 1b8f415b-466e-478a-8c19-df312fd9e433 · outbound

This paper cites 2022.{MOVERY}: A precise approach for modified vul- nerable code clone discovery from modified{Open-Source} software components.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones 2022.{MOVERY}: A precise approach for modified vul- nerable code clone discovery from modified{Open-Source} software components

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:10:13.056590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.570213Z digest=sha256:d46954b921d5da67b2dd564c40ab41e0c649a34d0d1f05b48387ebdda694b41e

Observation bc85969d-78a9-4e99-a31b-e26fd0593393 · outbound

This paper cites 2020.{MVP}: Detecting vulnerabilities using{Patch-Enhanced} vulnerability signatures.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones 2020.{MVP}: Detecting vulnerabilities using{Patch-Enhanced} vulnerability signatures

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:10:13.039054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.574562Z digest=sha256:deb417c12a1081e03270489a070a0729e5edf81a7704745ce0c4779d1d4cfccd

Observation 59fa8d6d-cca5-4d4c-96af-4edfc9e7e571 · outbound

This paper cites an unresolved cited work.

VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:10:13.024582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:10:12.579941Z digest=sha256:33569eccaa858096f30f131509a7b9c54928520bbe2dcff8554e9c78e16a637f

Pith citing papers

No inbound Pith citation observations are available.