Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T16:59:26.041053Z
Paper Citation Record · LEDGER
What do language models model? Transformers, automata, and the format of thought
As of 22 August 2026, this Paper Citation Record lists 3 of 3 outbound references and 0 inbound Pith citation observations for arXiv:2508.18598.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
3 of 3 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d230fd2a-f743-4b1c-b02e-eade4add46fb · outbound
This paper cites Consciousness in Artificial Intelligence: Insights from the Science of Consciousness.
What do language models model? Transformers, automata, and the format of thought Consciousness in Artificial Intelligence: Insights from the Science of Consciousness
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:59:26.029512Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2443778e-50d7-470b-9bbb-4def4426cd67 · outbound
This paper cites Transformers Learn Shortcuts to Automata.
What do language models model? Transformers, automata, and the format of thought Transformers Learn Shortcuts to Automata
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:59:26.041053Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5da29c5b-2105-47a9-a746-a793bf5ceb38 · outbound
This paper cites On the Relationship between Self-Attention and Convolutional Layers.
What do language models model? Transformers, automata, and the format of thought On the Relationship between Self-Attention and Convolutional Layers
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:59:26.035340Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.