Paper Citation Record · LEDGER

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2607.02587.

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

pith.paper-citation-record.v1
2607.02587 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T09:31:36.415717Z

measured 16 of 16 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

16 of 16 outbound references displayed

verified exact0
verified fuzzy0
unresolved14
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8da3a1e6-1242-4552-be98-038765a850a6 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Gemma: Open Models Based on Gemini Research and Technology

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae281b1a-65fd-4f19-8367-3c63f487c4fe · outbound

This paper cites SOK: A Taxonomy of Attack Vectors and Defense Strategies for Agentic Supply Chain Runtime.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs SOK: A Taxonomy of Attack Vectors and Defense Strategies for Agentic Supply Chain Runtime

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af773c9a-c8a1-49eb-b006-5fb881f99b33 · outbound

This paper cites Reflect-Guard: Enhancing LLM Safeguards against Adversarial Prompts via Logical Self-Reflection.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Reflect-Guard: Enhancing LLM Safeguards against Adversarial Prompts via Logical Self-Reflection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0b435e8-546c-41ab-a4cc-e03fb80d3389 · outbound

This paper cites BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image Models.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs BIGbench: A Unified Benchmark for Evaluating Multi-dimensional Social Biases in Text-to-Image Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b59219a-abcb-46c8-8ad6-fc44e9a49599 · outbound

This paper cites doi: 10.18653/V1/2020.EMNLP-MAIN.154.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs doi: 10.18653/V1/2020.EMNLP-MAIN.154

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60a8e10-5c9f-476f-9c7b-771388c5bbec · outbound

This paper cites URL https://doi.org/10.18653/v1/2022 .findings-acl.165.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs URL https://doi.org/10.18653/v1/2022 .findings-acl.165

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b537039-5172-4dfe-9439-930eb5245f59 · outbound

This paper cites doi: 10.18653/V1/2022.EMNLP-MAIN.225.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs doi: 10.18653/V1/2022.EMNLP-MAIN.225

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 034263ee-aafb-4108-bde3-ea43b9a235a8 · outbound

This paper cites Qwen Team.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Qwen Team

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ff86b0-009a-4eac-9762-e7de7776aa70 · outbound

This paper cites doi: 10.18653/V1/2024.NAACL-LONG.301.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs doi: 10.18653/V1/2024.NAACL-LONG.301

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca4ccf83-8439-4f19-835a-cd22be4022b7 · outbound

This paper cites Auditing and Fixing Economic Validity in Tabular Foundation Models for Discrete Choice.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Auditing and Fixing Economic Validity in Tabular Foundation Models for Discrete Choice

Reference 11

Resolution: malformed identifier; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8ebb04-ac51-4b00-ba38-1a8b08cec000 · outbound

This paper cites an unresolved cited work.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd7e4d2c-c0cc-4e29-a002-85b47cf0038e · outbound

This paper cites an unresolved cited work.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 991ad8ab-30a1-4c63-b002-463ea5fe8ce5 · outbound

This paper cites lower bound on the ratio.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs lower bound on the ratio

Reference 14

Resolution: malformed identifier; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc64aa22-b3e0-4632-b75f-910ccec0f0e5 · outbound

This paper cites 3.Run all three prompt templatesT 1, T2, T3 (Appendix F); the aggregate depends on template-averaging.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs 3.Run all three prompt templatesT 1, T2, T3 (Appendix F); the aggregate depends on template-averaging

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b667084e-4231-43ff-88a7-abadc860d39d · outbound

This paper cites the prior releaseand compare to the pooled no-drift reference null; flag for revalidation when it exceeds the null99.9-percentile.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs the prior releaseand compare to the pooled no-drift reference null; flag for revalidation when it exceeds the null99.9-percentile

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b548f97c-b4e6-444b-a92f-3acb7c08985a · outbound

This paper cites an unresolved cited work.

The Moving Target: A Longitudinal Audit of Trustworthiness Drift Across Twelve Checkpoints of Open-Source Chat LLMs Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T09:31:36.415717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.