Paper Citation Record · LEDGER

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs

As of 21 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2606.09890.

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

pith.paper-citation-record.v1
2606.09890 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T06:49:29.653094Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c33cd1ce-9144-47a6-98cb-c78825e79142 · outbound

This paper cites Agents of Chaos.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Agents of Chaos

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:36:45.284817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a995e2dd-40ed-40ff-857b-0b3725e54770 · outbound

This paper cites Qwen3 Technical Report.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Qwen3 Technical Report

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:36:45.287211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f33e7731-007b-4ddb-8f01-72d80def2a00 · outbound

This paper cites ShieldGemma: Generative AI Content Moderation Based on Gemma.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs ShieldGemma: Generative AI Content Moderation Based on Gemma

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:36:45.289515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5677da66-5809-4ddd-96d1-8d009b22d61b · outbound

This paper cites Qwen3Guard Technical Report.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Qwen3Guard Technical Report

Reference 4

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T07:36:45.291932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f3db7e3b-cb04-4817-955e-02aa85c2def5 · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38240dd6-aa83-4edf-9a59-ea8dc8acbf95 · outbound

This paper cites An LLM is instructed to match the ethical step’s neutral tone while preserving the unethical step’s factual content.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs An LLM is instructed to match the ethical step’s neutral tone while preserving the unethical step’s factual content

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ed31578-540c-4083-b87f-983d5b3de425 · outbound

This paper cites 12 Academic Cybersecurity Daily Life Law & Contract Politics Figure A1: Word clouds of task descriptions across domains represented in the benchmark.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs 12 Academic Cybersecurity Daily Life Law & Contract Politics Figure A1: Word clouds of task descriptions across domains represented in the benchmark

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 929adddd-cda5-4042-b522-1db910a6b037 · outbound

This paper cites Patterns are capped at 5 words to avoid removing too much text.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Patterns are capped at 5 words to avoid removing too much text

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85c390f5-428c-4b46-bd3b-478e7917711a · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b708b3d9-b7a5-4c2a-b39c-2ec102a4b8a6 · outbound

This paper cites C.2 Stage 2: Reference-Based LLM Rewrite After the regex pass, each step is paired with the corresponding positional step from the ethical con- text.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs C.2 Stage 2: Reference-Based LLM Rewrite After the regex pass, each step is paired with the corresponding positional step from the ethical con- text

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03d5fc05-e3ba-4673-a8de-e2d25c1b133b · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0ef34cf-d865-4bed-b5fc-525f0bdd7c56 · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25044a12-d5c0-405f-88d5-3ed3c2092685 · outbound

This paper cites consensus standards.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs consensus standards

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc612228-ad08-4d76-9b37-b6061d46f0d4 · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed08921c-2b69-4d7d-9a61-905e13ae0e11 · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f785c54-41e1-4ea6-8ca7-a4d2a20e2ff8 · outbound

This paper cites not shown to evaluators.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs not shown to evaluators

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f93acafc-9c3b-4324-95ce-2188663a414b · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fc752bf-acad-4b37-8bf7-1cbc371993c7 · outbound

This paper cites Figure A4: A representative unethical trajectory from PreAct-Bench.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Figure A4: A representative unethical trajectory from PreAct-Bench

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7453f59a-98c1-4100-9a05-de7b5c33f8fd · outbound

This paper cites Keep it concise: mention the role, the core tension, and the stakes without excessive specifics such as exact dollar amounts or named stakeholders.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Keep it concise: mention the role, the core tension, and the stakes without excessive specifics such as exact dollar amounts or named stakeholders

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a13c9cef-1724-4a78-a8b5-b45089e36eb7 · outbound

This paper cites A good-faith actor and a bad-faith actor would both pursue the same stated task but through very different means.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs A good-faith actor and a bad-faith actor would both pursue the same stated task but through very different means

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de3fc9de-64e2-4cc8-b764-fbddd359962d · outbound

This paper cites an unresolved cited work.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe743d7-630e-46ed-9383-1fb831f5cc53 · outbound

This paper cites USER PROMPT GenerateNscenarios for theDomainNamedomain.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs USER PROMPT GenerateNscenarios for theDomainNamedomain

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f5ac6d-1059-47e3-9201-f9ce0bacff41 · outbound

This paper cites Critical Requirements.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Critical Requirements

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5322a057-c8a4-4d46-a025-9d22c4818266 · outbound

This paper cites Fabricate evidence to.

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs Fabricate evidence to

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce635f14-ab3f-429c-ba05-c8304b28e610 · outbound

This paper cites All steps in trajectory A should be[ethical].

PreAct-Bench: Benchmarking Predictive Monitoring in LLMs All steps in trajectory A should be[ethical]

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T06:49:29.653094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.