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Paper Citation Record · LEDGER

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process

As of 14 August 2026, this Paper Citation Record lists 5 of 5 outbound references and 1 inbound Pith citation observation for arXiv:2501.16783.

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

pith.paper-citation-record.v1
2501.16783 v1

Coverage vector

measured 5 of 5 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T10:48:57.549233Z

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:26:16.320711Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-14T05:26:16.859457Z

Reference resolution

5 of 5 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d561fae1-1706-4b43-9087-3e44f73bc71c · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T10:48:57.529266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T10:48:57.529266Z digest=sha256:d85979dfb792cca1a72eafa697d32b7216e4164852bc6f2c82378c7535653a6b

Observation 410f63ea-3266-4102-9f59-c0909d226c9d · outbound

This paper cites an unresolved cited work.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-10T10:48:57.658288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T10:48:57.534348Z digest=sha256:0478e2335ec50f699c84f142b6d0ca5ccbeac5b9d0fd3cc9d919dc1254a26357

Observation e05419f0-b8bf-479b-afa3-3d058123c068 · outbound

This paper cites The F okker–Planck Equation: Methods of Solution and Applic ations.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process The F okker–Planck Equation: Methods of Solution and Applic ations

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T10:48:57.642560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T10:48:57.538844Z digest=sha256:6da5c00d676c67421e4eb168410b878617da677a4ea9f84eaeaac46fa595781d

Observation c0d9e915-326b-4889-b120-64b6422170a3 · outbound

This paper cites Universality classes in nonequilibrium lattice systems.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process Universality classes in nonequilibrium lattice systems

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T10:48:57.626185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T10:48:57.544069Z digest=sha256:a4790c05300dc3e9a44568d101add1bfd4a9e5103d8229f1b3177be85610263d

Observation c91b05c6-abba-4878-90f4-2e3d798c49e8 · outbound

This paper cites On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning.

A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-10T10:48:57.549233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T10:48:57.549233Z digest=sha256:ae4784d229d5b5961abdad1b37f0c2363989f1dc30bf2123fd1d57743373aef7

Pith citing papers

Observation b57710eb-bc47-4542-82c9-8ed1197c9616 · inbound

On the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical Perspective cites this paper.

On the Structural Limits of Machine Learning Decision Systems: An Information-Theoretic, Interaction-Based, and Stochastic-Dynamical Perspective A Stochastic Dynamical Theory of LLM Self-Adversariality: Modeling Severity Drift as a Critical Process

Reference 100

Resolution
verified exact
local_arxiv, observed 2026-08-14T05:26:16.865569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-08-14T05:26:16.320711Z digest=sha256:1af8e9cf2dc64006734e1b7af6723051589cc7dacd37417cc120dc3cb877b522