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Paper Citation Record · LEDGER

Risk Assessment Framework for Code LLMs via Leveraging Internal States

As of 16 August 2026, this Paper Citation Record lists 87 of 87 outbound references and 0 inbound Pith citation observations for arXiv:2504.14640.

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

pith.paper-citation-record.v1
2504.14640 v1

Coverage vector

measured 87 of 87 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:49:03.381654Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

87 of 87 outbound references displayed

  • verified exact0
  • verified fuzzy1
  • unresolved85
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation baabc165-bb47-4d18-aecd-d8af6c19b8bb · outbound

This paper cites Leetcode Dataset.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Leetcode Dataset

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.059256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.059256Z digest=sha256:931973c7e4830c3fe7454ed1e8902a5c8fa061ea5b4205767c78fc00d51d2ea6

Observation 07132d92-29f9-41ce-9249-5c6735eb33f2 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.064077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.064077Z digest=sha256:22031186383f3dcf892088249bd03e05b28b1577b772e5b058217d1af45ab8db

Observation ee98e33f-e2e9-476a-ac85-0fa00ee85e91 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.068621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.068621Z digest=sha256:669304c5cc5967583f90c7db0203a1eee13ae61920c2ed8c3db118fdd09f6764

Observation 7601a60d-d61a-488a-a066-6e4aca9ab1c3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.072672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.072672Z digest=sha256:64e97f46064188593caad4f67e00b35e6279efe72857d2e493361c188077a3fd

Observation 258bf3e3-bd8c-42d0-9cdd-27ba3d5ad255 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.076595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.076595Z digest=sha256:7a55121bbc3cf742782a97af94beb9885f52a6359e92cfbd38cdbd0a80f8f996

Observation c2ffc09e-db46-4f8f-9dbb-e785cda88ea3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.080967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.080967Z digest=sha256:33468ef466ab04925572df16429aa7e09ea1cd0da50980bcc8fe87db12b2ac9e

Observation 3310b8f6-36a6-401a-a047-8f97776059c5 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.085452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.085452Z digest=sha256:38b866331903c4c24ee34bda454d41f213a050bfc433764e5ff343e2b9516a06

Observation 7a11fa78-2a40-4b11-b568-f9be854c0e66 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.421409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.089338Z digest=sha256:3fcb32ef9e5b07f8f528d9216fbe9f0f0016ce9dbb8f69532067c0cfa18c49c0

Observation da9a210c-f339-455e-a30f-48132dc95e57 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.093190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.093190Z digest=sha256:97d4829625c5dce9fc3322a62d6f93cbf3ea1f10c2fcd5564219879f2caaf8ca

Observation 1579b9e6-c633-47e9-8a82-5348d826440e · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Evaluating Large Language Models Trained on Code

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.101287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.101287Z digest=sha256:a7e901269c48743e719fba68fa965bf84336eaf4d343ceff73252be3a8c65378

Observation 15f0e00a-94dc-465e-84fc-e88b29b20539 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.105323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.105323Z digest=sha256:a09e483e268bc3a30c084399371c4b840ae21d81bb82696c5ee1706f8f713110

Observation 7103df9d-8cef-4891-a78e-0ee3959694fe · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.109506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.109506Z digest=sha256:ce43619664e01ac21dd30bad4b9ff732a1d49025901ed187b616a602456b1e5d

Observation ca89dad4-81cf-42b4-887b-a7b385062be0 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.392583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.113255Z digest=sha256:86f06a8c60ec1a6d0959066266725077c4fd6361691f79ee1557b7d089cdec2c

Observation 451cf0bf-3e5d-4c85-b02e-cf9eb40ae30c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.380579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.117022Z digest=sha256:8f32e1e2ff35a7765fa52c897a7362560d38670d73c59d37061c60ece0648dbd

Observation 7cfcd974-f2a4-41fe-91dd-996f6f739706 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.367612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.120762Z digest=sha256:f22f8e8a14798c4550e371b970d0d90f3c3f2918d6c0148dcb092661f64ba943

Observation 9d939a90-34b3-4516-a333-753d6d510aff · outbound

This paper cites Toy Models of Superposition.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Toy Models of Superposition

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.124271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.124271Z digest=sha256:14c8b804691bffa25d649fc9bc0a287cdec75304afbcf57f5a55759d3c080302

Observation ca0780ab-961e-4792-9ccf-da21126d56f4 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.353185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.128379Z digest=sha256:a7c054be143953842412ba56437b2829151e6156cfd7c2c2ea7306238d9b6efc

Observation 2d28c01a-ea96-47d4-ac50-a8a196880267 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.338692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.131798Z digest=sha256:83534b77634c4454fe4ebcfc16c56b39d4fca81f31c36fc507ba3d9ed2d98bb6

Observation 0c035b2e-7bf8-44d4-8ed1-b270194ca1db · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.327381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.135108Z digest=sha256:0fc8adbfbd78d189185895d7ebad3d37b76930a960ba95499ecf15c4d11be082

Observation 6a5a5d20-e835-4af9-9f88-8403046cd707 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.315436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.138680Z digest=sha256:c7e60c8b28f97fd123b541f303f980b011a8df630f315211dea7d8ea2f27b0f6

Observation 5aabba73-819f-42c3-9089-e91d4cbe8d34 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.302799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.142033Z digest=sha256:084b7845c6565617d86dc5c278a979ba9dbde5c6b626699e9a70b5223d10f3d3

Observation f86e72b1-52e9-4e38-b690-3928dc7cf53f · outbound

This paper cites Scaling and evaluating sparse autoencoders.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Scaling and evaluating sparse autoencoders

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.145414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.145414Z digest=sha256:9e845ae6d101ffa21888307d0f69ad03455a8362bbd64782a11c20adaa3e244f

Observation 8a67c67d-5c56-45c5-8f1f-a2785fec7e5f · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.288991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.148963Z digest=sha256:f681fe9c352606f354e06263df278c217235e392261c7a7e7c262767b0d095de

Observation 21057339-21a0-4d6b-814b-bc3c206653f9 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Risk Assessment Framework for Code LLMs via Leveraging Internal States DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.152000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.152000Z digest=sha256:6ca89c02d3f8b6c5cec8fdcdb6994ffd0972ede5e5b3bc4cda82356b372d21e5

Observation 7e46613e-43d5-4dc0-9709-8f51bdf26824 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.155531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.155531Z digest=sha256:f64a5a80382e80fe1734016dba78dfd6b0d7e81e43245386086d519641cb79ba

Observation 7bbe5832-8956-4a89-82a2-8590876329b5 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.267366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.158878Z digest=sha256:e812efe57d4a5100c971230ad8133e06aeb881aaa831b00ab9d86851aa1d9543

Observation cf164045-1036-4ab0-b585-8f3a09c32a9c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.161885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.161885Z digest=sha256:258b3aee1eaac055f91ee80e7934882c76d3700bf2e0f5ca6afb16c7785e3198

Observation 34199ced-289d-4f78-92d5-43ba32b40336 · outbound

This paper cites AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling.

Risk Assessment Framework for Code LLMs via Leveraging Internal States AcTracer: Active Testing of Large Language Model via Multi-Stage Sampling

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.164948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.164948Z digest=sha256:bb165b951eeddbc8eec1f10a215d911f307940488e3718b7bda7cc746b35128c

Observation 2db47f7e-4140-4d78-b18b-ac48e07ea2f3 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.247303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.168322Z digest=sha256:ec963e77ed54c1f7f9aba6d7f6b0c1f62b53667bf7cd1ed79e21b1416eb74534

Observation 356ebd29-1660-4285-aaf7-93758153a715 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.235378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.171396Z digest=sha256:581eb1a994332daba75821cfbda0f1b764fdc68f38b090668bd31a901af25d54

Observation a1c1208d-043c-429c-bdde-8507873efe55 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Qwen2.5-Coder Technical Report

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.174433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.174433Z digest=sha256:fb2fdac68395ba2ce9e201c7e94e6bb16144190ddb34349a444a49740524bb28

Observation 1512bc4f-e86c-46d6-94ff-b52727fcddcc · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.222715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.177982Z digest=sha256:0f45d3a059774b677d67095341a6bc9ea0b26f8ec651f50128332982fffb7d2c

Observation a58f3054-806e-4df6-a8e7-7880e715f4ee · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.209684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.181715Z digest=sha256:e60ffb37d8b173bc9fd15b32728b4bad8ff734d0e77e349f64a3fd0a411b6dad

Observation f8856d55-5013-4916-8b1c-33d314b724ae · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.185513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.185513Z digest=sha256:bf243406600a0417f40bf1bf8d6bcbf3d1c68bb7a5affbc80580096f0e9cf7e2

Observation e2aa64fd-8cae-4173-948a-3640bcf10468 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.189176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.189176Z digest=sha256:413acce08ddb0d66f9f6ccdcd95974b2bb6e629ed2e64101e5d84a1f80b80505

Observation 8624f8b7-78de-4581-84c9-fc04d161e9af · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.192877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.192877Z digest=sha256:e7bc22846445ca2127fe63d612f973e2fc5805af6d603c16c97849585e0d325b

Observation a0e31b78-900a-44e6-983d-9f897c9fa452 · outbound

This paper cites Improving Activation Steering in Language Models with Mean-Centring.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Improving Activation Steering in Language Models with Mean-Centring

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.196709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.196709Z digest=sha256:4bcf9f4790d3135ab84bccd25757a8536be06899d37cbb82b053d5cfc7721654

Observation 795ccf58-f977-499a-8b7c-968350854d81 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.200703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.200703Z digest=sha256:968debcb06cc46f636932f8f1a3b5ac094a45af9cefb5b8aa0542a15a02dd539

Observation 7a126775-bffb-4674-aacb-7117f789f60c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.174522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.204607Z digest=sha256:15ee0bd927c2f21ff3fe5180d1cdf26ea15949410e7c7ddaa0619caf305efb91

Observation 343c7a5f-19b9-4e77-8274-8d48514ce703 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.163752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.208399Z digest=sha256:606493438519f786d6e3d3a7d809d3e192750c1c0595a809fe21b6ccb9524e37

Observation 706a7216-2efd-4362-9d3b-0dce704ac54c · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.212450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.212450Z digest=sha256:01a66ad1fdb5d9061f2906d2fb737d1a2f7d3bbe815f67323629e6ea3988d78f

Observation ee457118-cab4-44e3-8b0e-65cbe8557b17 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.152114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.216504Z digest=sha256:e1033d8c4480ea981d18a16b5f89c5d63841dcb0105ca633558cad677dbd406c

Observation 4a7b1318-41e1-435c-80aa-b00d1ef12015 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.140630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.220478Z digest=sha256:5d75194eb24970ecc8e681edad3ff3169ea79e1ce47ae88685192ef20353173f

Observation 77ac0076-42d2-4991-a29c-b3a7e8103814 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.128006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.224583Z digest=sha256:63a6bd8ffac5cc8546a39d802e8b09e6d1d9c95255b12c553805409cef32f5de

Observation af741659-a927-43c9-9864-47ec8d547b88 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.113964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.228477Z digest=sha256:ede13ecde3f879b492fcbaa9311618e5d051d19c3052246d817148933e4ed2b2

Observation 8f5fb98e-17e2-47ca-bd49-d54353a92594 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.101197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.232478Z digest=sha256:d0d8fba519519a4ca19ed9700ac01ff048f244648d41534cff91f756a42d2f46

Observation c99f935b-fdfc-4215-a8e8-3affb010a353 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.236364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.236364Z digest=sha256:02e1c75201c478de7681e23193707eeb5e292b59ea3cbf5e3ffab998271ff4e4

Observation 60f9c55c-d732-41f7-a546-2308e4010fd3 · outbound

This paper cites CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases.

Risk Assessment Framework for Code LLMs via Leveraging Internal States CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databases

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.240214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.240214Z digest=sha256:d9894e94f2b80789c31eb396a5f3fc65214477b3ad73ea9a1e0922aa349a4b29

Observation 397087e2-302d-4fd8-b0db-ca64b5209b88 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.079632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.244287Z digest=sha256:6269c835548262b88530cb632e4b339d18ad4ca5cbef8403d01b4f4b05a8bd26

Observation 032595b0-c4ea-4a3b-a6a7-8133f5959c0f · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.067628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.248674Z digest=sha256:ce4362206d34a3efb435ccd3a910a62e4cd37d204e6506e3cb0ac2108322ccfb

Observation 88fc6cfd-2156-4aea-b6a3-9d3fa1acca35 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.056626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.252494Z digest=sha256:7828bd5deb1f0a1015fbdd1ea521df09665b39977bf57119c9ce5d8bbddbc056

Observation b954d79d-47c2-4750-a5c0-95a02fcd9673 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Risk Assessment Framework for Code LLMs via Leveraging Internal States StarCoder 2 and The Stack v2: The Next Generation

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.256409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.256409Z digest=sha256:ba2fe1a6dd798332239e9c95941e37682f4454145df17788b47f2b73240231cd

Observation 57f95f9e-4d44-47bf-8c43-8bb4172c80fa · outbound

This paper cites The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets.

Risk Assessment Framework for Code LLMs via Leveraging Internal States The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of True/False Datasets

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.259913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.259913Z digest=sha256:3d8a52f6b68176ff3cb7bf57ef6a10db17a7dbed71ab6925612930a150258186

Observation 940d2dcb-6219-4b7e-b347-f4f217d59302 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.044821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.263463Z digest=sha256:0e5a7ae445dd801c0940496801d6ba0ea7354a8175cb5fb826470946b770d499

Observation 24a3bfdb-6397-47cb-8cf6-583ecdd3b7ef · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.032521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.266853Z digest=sha256:d2dcd21c86e0f189f025a6cd2e0c5f7ebbcbef9ab2655fb03ee740e7a57e9181

Observation 294a00b7-ec88-434e-92a4-7823615baa2e · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:04.019570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.270147Z digest=sha256:3174920c8398889327e2ac8cdc653b438858bdcdb5091c2eb0ca7cd3f5f73ecd

Observation 0be0ddc5-2b5f-4393-8b7a-71338ade8507 · outbound

This paper cites OctoPack: Instruction Tuning Code Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States OctoPack: Instruction Tuning Code Large Language Models

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.273423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.273423Z digest=sha256:1ea63fc55ffe7883b33490d6b025fbff63ed30c09664d481fc7c7b61b09ac415

Observation 1e2804ca-91cb-4ada-a469-586a79db5211 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.277135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.277135Z digest=sha256:5990713c6c87aa39c9dd1066b836d71161014684a27199abca312b0ec1eca025

Observation da9a4b81-d8ec-4ac7-ac90-b2307d24a4f9 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.997932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.280451Z digest=sha256:953d04b7749144b1eba0b40331977b2b4d7781096df96d27bf5a00ed22e76ab3

Observation 7fd69400-11cd-42bd-8f78-322510a1205a · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.986152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.283634Z digest=sha256:989ee68f6bb8e6c597c20bf8b5534f956569bb43cdf0b692720945e72e7e5687

Observation 0acbdd0e-6faa-4a75-9dfb-f408d29b5156 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.973851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.286793Z digest=sha256:d2bb0fea2ed22b3e147816285d729829e4f449265807df2ca0fbbe50913c2375

Observation b0990607-9436-4546-8f08-7cf6bb66bc79 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.962156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.290122Z digest=sha256:7b9133baa9905f4dadaf367127893584e67d7cb5cb7daa40f592c22d46aa661c

Observation e3653c30-7e9a-45e2-ae11-6f258ba1989d · outbound

This paper cites RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion.

Risk Assessment Framework for Code LLMs via Leveraging Internal States RepoHyper: Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.293330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.293330Z digest=sha256:ff47294e5c37ad084a3e176c4ce15656e7800ff2568d67f0018f68d145eeb646

Observation 0ce000fe-5768-4f87-bf98-d8dc3a17b305 · outbound

This paper cites NeuralNDCG: Direct Optimisation of a Ranking Metric via Differentiable Relaxation of Sorting.

Risk Assessment Framework for Code LLMs via Leveraging Internal States NeuralNDCG: Direct Optimisation of a Ranking Metric via Differentiable Relaxation of Sorting

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.297010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.297010Z digest=sha256:bf21778edb22284bef41c95570d2477e3cc308eb9ab4d59deaf677020600f5a8

Observation 055240f6-55e6-4058-890b-3c5c373b58b3 · outbound

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

Risk Assessment Framework for Code LLMs via Leveraging Internal States Code Llama: Open Foundation Models for Code

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.300664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.300664Z digest=sha256:775934d1e68cc21ab58bc3e6ee23eb5c9be2c5ad4bfe3c9f8fec528bb2a5590a

Observation de7e16d2-6b91-40f9-9ce3-50a922c15e16 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.949682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.306036Z digest=sha256:e22b2ca14f2d17bebd87a27106f837b4c52e67fe35ca87a9d817434e201e592e

Observation b8854c79-d1c5-4004-9f00-d0079699dfe6 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.936455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.309736Z digest=sha256:ac49ebc9a3aface0f435e3678a0475051f004076943126942278de982a576365

Observation b9160cb7-95b1-4cac-8ff6-3b8ec3ceb723 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 68

Resolution
malformed identifier
no resolver link, observed 2026-08-16T11:49:03.313515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.313515Z digest=sha256:de401c0e53dce1425cf68046938019f28186e139731dbea27089c8c43b85c62b

Observation 1ee523c7-7e97-4cc8-8746-ee37af08bbe0 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.923373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.317460Z digest=sha256:2d9c5b3541141b80538bca0e2e255fcf3b5f4463810407e229a893fb83b78c60

Observation 9ce09322-494f-4b3a-a9b8-cdd3bfb3d724 · outbound

This paper cites A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions.

Risk Assessment Framework for Code LLMs via Leveraging Internal States A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.321246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.321246Z digest=sha256:7aeb55aa9cc99dd079ffcb06e05a1ee028e6c961714e1580d3ad5777da58fa76

Observation c648a26d-922b-4480-8f85-a6f0e4510d0c · outbound

This paper cites CodeGemma: Open Code Models Based on Gemma.

Risk Assessment Framework for Code LLMs via Leveraging Internal States CodeGemma: Open Code Models Based on Gemma

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.325331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.325331Z digest=sha256:5712c4d97c41f111bebc52846a74af06f561d7d3e44d00fdc98f69ce2de58308

Observation 047f12cb-e27e-4572-ae6d-c17dad4404e8 · outbound

This paper cites DebugBench: Evaluating Debugging Capability of Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States DebugBench: Evaluating Debugging Capability of Large Language Models

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.329429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.329429Z digest=sha256:1916c4120b1ddf3628889c719e7f731f9e710eb795240e135b26896f8b1eda64

Observation 017e99fa-f1f5-4710-ae9a-15c9963e6e2e · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.333613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.333613Z digest=sha256:fc0d2ad3fd05c03252e1a5adfc535ca70a9e446d16aa13023e2162c1b3831d30

Observation f728db31-5215-4a8c-973f-b9a145ca64b7 · outbound

This paper cites TESTEVAL: Benchmarking Large Language Models for Test Case Generation.

Risk Assessment Framework for Code LLMs via Leveraging Internal States TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.338625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.338625Z digest=sha256:9245b1b567c1d7181eb055612f4c111e552fe19a5e6fe6c7103baaf71e0d10d4

Observation 69596082-5800-4dda-af3a-21d3ffdf9d95 · outbound

This paper cites Executable Code Actions Elicit Better LLM Agents.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Executable Code Actions Elicit Better LLM Agents

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.343025Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.343025Z digest=sha256:dd16dd3f010a7caf725eb14aafee8a3c7bd39b550f52c4c1dbda4f30b9c8a44d

Observation c9edb913-f5bc-4abc-a067-4552c89aa889 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.902735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.347085Z digest=sha256:f6325a501ab0b3faaa0ed82ce2c82b4c4e4ef0d38cc408ee4a20ccdb00ee19d0

Observation 2bdf395f-123c-430e-8a38-efd02d43a9ed · outbound

This paper cites Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Towards Understanding the Characteristics of Code Generation Errors Made by Large Language Models

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.350617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.350617Z digest=sha256:70d082597a23c4902ee9c471f7d2822a78228cb3b56b6361ccca647355bf9185

Observation fb8d22cc-df05-4bfa-8c6e-f27919d109a9 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.890203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.354128Z digest=sha256:93be910d03d49ea4563360577d631318c391076b51ef55ec9da6a023318c29fe

Observation 351638e4-bde8-46e5-8e7d-bd751bd6cf27 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.357488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.357488Z digest=sha256:4d0740e36d39ff2911a7610f89d9138ca8fffeb550c1c309b736b75c64e6d08a

Observation 515e08ce-118b-4d4c-b266-652566c74c39 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.360851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.360851Z digest=sha256:781eb78c74d08b2e0d50143d208a27eb76e20104dc4eb138307b1a1b388487f1

Observation 8821b2e9-4407-41d8-a36a-9c90f51aaade · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 81

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.364506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.364506Z digest=sha256:d4a0e6a01de08df10a47c5241c4dacc7d6ba9cf1ce44217190f2095648fae73b

Observation 0af34283-847d-43af-9c6c-e4aedcd2c048 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.848069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.371597Z digest=sha256:e1fb7208b69e6290251383163b7b4ed4edc838d836e6022f9aaf18d7a707a642

Observation 4af8b207-234b-4e56-ba58-1fbadd30f4e7 · outbound

This paper cites In Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security.

Risk Assessment Framework for Code LLMs via Leveraging Internal States In Proceedings of the 2024 on ACM SIGSAC Conference on Computer and Communications Security

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:49:03.861793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.368357Z digest=sha256:179d6334e3cf240d62c5b505ea24f365cd82a515f56a4089f187772f705de1dc

Observation e55e41e9-8ed9-40bb-beb5-ae6093e7e933 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 84

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.378358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.378358Z digest=sha256:ef2120eb3359c581f2841a948c5aad84ec03eaaf2c9eb3df3e362512ae7bfc19

Observation 05cfae5d-879c-4984-977e-dd5024ad0493 · outbound

This paper cites an unresolved cited work.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:49:03.834578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-16T11:49:03.374985Z digest=sha256:41319182b52c87fd18fd6e08de8a049a41a6af7ba8ebd801cc1995b73a08fef0

Observation eb2eba4b-e62f-4cee-aca9-775e3fdca949 · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Risk Assessment Framework for Code LLMs via Leveraging Internal States Representation Engineering: A Top-Down Approach to AI Transparency

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.381654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.381654Z digest=sha256:d3a60f2d8be5e322ee84d512bf0456a0659504e1f0a8825a5b3c5266fa4e14b9

Observation 12656a06-7184-49db-b50e-3b247338a184 · outbound

This paper cites arXiv preprint arXiv:2406.14144 (2024).

Risk Assessment Framework for Code LLMs via Leveraging Internal States arXiv preprint arXiv:2406.14144 (2024)

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-16T11:49:03.097153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:49:03.097153Z digest=sha256:edd265adcf742833873f1c5b78f18211c936b1d2ae47f7c0fc6802517f7362f7

Pith citing papers

No inbound Pith citation observations are available.