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Paper Citation Record · LEDGER

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

As of 11 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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:30.763555Z digest=sha256:594603c0f5b4b251b863ab2258e4ba0c69124d61129c49f0ee5e65fdd650bedb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:30.856602Z digest=sha256:36a4167e4c28ce9fb6a80d7b86f1a843743be2f1d9781cad605af298bea68241

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:30.967287Z digest=sha256:10b7f0553b85bbe924321ee2d6609ce77bdd5033ffedec1052f40139326735d2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:31.078667Z digest=sha256:129e103aa9db1896916673a239add2d79529bedc0aa16be70a7980b72d1e4e37

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:30.373704Z digest=sha256:45f198af17c4245761ca894989ee42f4ba3e8aedde8cde0d6f948be50f6f19b6

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:c26de43259a061dfaa735e37b7a1ec181a5a9073c7ee89ab36c9af339df620ae

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=sha256:4c201bfa609e7a2d3c616f910cafb5b3e452b424007ac3b72a20f6f5e6ecdd0d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:31.204185Z digest=sha256:a7103139391d347cb4131012cc4b4eab4eed4a9669e5f950d32044452bbd129e

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:e56f86caaf1bf854e6223c367976272387f57ffeaa3c357b96e474d34221fc82

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=sha256:41f12f518978024cd4ea9e693cebe8a59f20841f0faebfa90888fbde1a534932

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:31.336312Z digest=sha256:76c89f948b2173eb15cccfc44a3cdefe414c75e381dd254796360b25840b6207

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=sha256:188473f196668d7d07f8509efef966398d471949945425ddc4a4ce88e3e7e681

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:d3e313da96d0bbf08a59fdf98a18696a6c5a05263afed2403eb9284ea8cdddca

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-07T12:10:30.181251Z digest=sha256:5af19ded4fc8488b3845f9ab0055e511a7361b779ab85f9d569f8794881411f8

Pith citing papers

No inbound Pith citation observations are available.