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Paper Citation Record · LEDGER

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences

As of 17 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2506.00419.

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

pith.paper-citation-record.v1
2506.00419 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:10:31.336312Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6639a42-4bfd-41fa-97f0-cc99c6faa1e5 · outbound

This paper cites an unresolved cited work.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:10:32.589921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:30.763555Z digest=sha256:167ede09282a65d73912d3759d5b43de8e423644988129135ba7a2f76d5a309d

Observation 3a85783f-dec2-4850-9438-de28c76e9bfb · outbound

This paper cites an unresolved cited work.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:10:32.423226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:30.856602Z digest=sha256:9a7cef9de4d4b6a25cf4b7febaa1022a1b44e5e291a840dbd7f9408d2942218b

Observation f6aa7440-27c1-4384-bb9a-30e58d6fcaca · outbound

This paper cites an unresolved cited work.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:10:32.233407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:30.967287Z digest=sha256:b98d5261a1611f965691be180d9327169380bde73c410a48437948ce342a377f

Observation e18aabd9-dd36-4253-971f-ff8d177b1942 · outbound

This paper cites an unresolved cited work.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:10:32.039026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:31.078667Z digest=sha256:1039b516c509a469ccef91586e23558564b664e2e206061ddaf295f7d3433ca8

Observation 37b63365-bdfc-489d-8cdb-7c7b34622910 · outbound

This paper cites Hammond Pearce, Baleegh Ahmad, Benjamin Tan, Brendan Dolan-Gavitt, and Ramesh Karri.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Hammond Pearce, Baleegh Ahmad, Benjamin Tan, Brendan Dolan-Gavitt, and Ramesh Karri

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.760706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:30.373704Z digest=sha256:42cf43b8e30ed77627cff2e64bf5956d9fd1b7c905fac0e70a21a7bd9ce16cc3

Observation 4e4a0479-004d-4843-b956-9044cfb847fb · outbound

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

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Code Llama: Open Foundation Models for Code

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.554782Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.554782Z digest=sha256:06d4d64460e0445f6bcb96c8e043a498e5a1779e6f69d58f0bb030e0bfc7eeb3

Observation 7f7c0faa-914a-4294-bcd6-94d89788d455 · outbound

This paper cites ProSec: Fortifying Code LLMs with Proactive Security Alignment.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ProSec: Fortifying Code LLMs with Proactive Security Alignment

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.669767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.669767Z digest=sha256:e2aeafd5fa8834be6e7cb46f2e818a9363ab09b4c0babb914cd605b23a768c12

Observation 660c786d-5676-4c5e-bb4e-9ad1efd17224 · outbound

This paper cites Complete the following code : ```python [ PROMPT ].

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Complete the following code : ```python [ PROMPT ]

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:31.856470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:31.204185Z digest=sha256:f11236f3800dadb8fd9db80ee22943a33cfc653a88a03da1cf008573611edef2

Observation 56edde5f-2352-4f73-bd48-d5a899c4f206 · outbound

This paper cites CWEval: Outcome-driven Evaluation on Functionality and Security of LLM Code Generation.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences CWEval: Outcome-driven Evaluation on Functionality and Security of LLM Code Generation

Reference 768

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.472485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.472485Z digest=sha256:1617f184e833e058442499ad90df81f840e40fc0b2cc625bcb132fb7db5b772a

Observation 0573b213-1033-4801-bd25-b42495bbc261 · outbound

This paper cites Deliberative Alignment: Reasoning Enables Safer Language Models.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Deliberative Alignment: Reasoning Enables Safer Language Models

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.276451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.276451Z digest=sha256:90dba8654afa4f0f7197973dcd8cfa0f62aefffb114c9b45358f1e224397bfa4

Observation 7f3ce827-545c-44f0-97c5-35d9d32fd3e0 · outbound

This paper cites file {filename}.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences file {filename}

Reference 2021

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T12:10:31.615286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:31.336312Z digest=sha256:380ce05598d84a03213bf21e6742958367c87aa0bd37fda10326854cbe600928

Observation 3bde5860-92bd-4aa0-a342-d77b95197d2e · outbound

This paper cites Multi-lingual Evaluation of Code Generation Models.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Multi-lingual Evaluation of Code Generation Models

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:29.962269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:29.962269Z digest=sha256:f252a2f3221fa6f273c8818ebf64cdd02b66946614a3167883995b3ae6536dcc

Observation e1a00290-5cf6-4f6d-b10f-51f62d14dca3 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences Evaluating Large Language Models Trained on Code

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.094117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.094117Z digest=sha256:a84850df575e94953d8c1ded0d792539114ddf711f92da86efa5d50ae6987f74

Observation 58e9de53-53a7-4502-99f3-755884906bc6 · outbound

This paper cites In Proceedings of the 62nd Annual Meeting of the As- sociation for Computational Linguistics (Volume 1: Long Papers), pages 4571–4585, Bangkok, Thailand.

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences In Proceedings of the 62nd Annual Meeting of the As- sociation for Computational Linguistics (Volume 1: Long Papers), pages 4571–4585, Bangkok, Thailand

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.943217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-07T12:10:30.181251Z digest=sha256:f01330da881a94143e4b4fa7ad71a84e83e518631721050d685f890e4a1951e4

Pith citing papers

No inbound Pith citation observations are available.