Paper Citation Record · LEDGER

Neural Networks and the Chomsky Hierarchy

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2207.02098.

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

pith.paper-citation-record.v1
2207.02098 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:25:16.820859Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

45
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 9587bdfb-4457-41ac-a217-9877c405cf5a · inbound

Massive Activations in Large Language Models cites this paper.

Massive Activations in Large Language Models Neural Networks and the Chomsky Hierarchy

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T07:02:53.839680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc7a17b9-e075-4884-95d5-0a71615f0d35 · inbound

GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity? cites this paper.

GSM-Infinite: How Do Your LLMs Behave over Infinitely Increasing Context Length and Reasoning Complexity? Neural Networks and the Chomsky Hierarchy

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T20:25:16.820859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a754838-2723-4bb3-ba5a-0c787cd333e3 · inbound

(How) Can Transformers Predict Pseudo-Random Numbers? cites this paper.

(How) Can Transformers Predict Pseudo-Random Numbers? Neural Networks and the Chomsky Hierarchy

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T18:32:14.589213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae0fda0-8c58-48b0-9b04-203c46098115 · inbound

Tokenization Constraints in LLMs: A Study of Symbolic and Arithmetic Reasoning Limits cites this paper.

Tokenization Constraints in LLMs: A Study of Symbolic and Arithmetic Reasoning Limits Neural Networks and the Chomsky Hierarchy

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-07T15:42:28.200668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba3e2d5-644a-4db5-ae8a-b74125ce4d24 · inbound

Pause Tokens Strictly Increase the Expressivity of Constant-Depth Transformers cites this paper.

Pause Tokens Strictly Increase the Expressivity of Constant-Depth Transformers Neural Networks and the Chomsky Hierarchy

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:57.660079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 329e5830-fad8-4f8b-95a5-1353a9b0c8d9 · inbound

Rethinking Memorization Measures and their Implications in Large Language Models cites this paper.

Rethinking Memorization Measures and their Implications in Large Language Models Neural Networks and the Chomsky Hierarchy

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T15:54:33.911739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06718ac3-ac32-4447-8052-ddd5fcdbb80d · inbound

On the Spatiotemporal Dynamics of Generalization in Neural Networks cites this paper.

On the Spatiotemporal Dynamics of Generalization in Neural Networks Neural Networks and the Chomsky Hierarchy

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T09:00:46.926324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d8c92058-80df-4b09-89fa-f9243a9b5e3c · inbound

On the Spatiotemporal Dynamics of Generalization in Neural Networks cites this paper.

On the Spatiotemporal Dynamics of Generalization in Neural Networks Neural Networks and the Chomsky Hierarchy

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-16T09:00:46.842573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f4b19a2-3595-4ff4-8700-8485d6bd1af2 · inbound

Learning State-Tracking from Code Using Linear RNNs cites this paper.

Learning State-Tracking from Code Using Linear RNNs Neural Networks and the Chomsky Hierarchy

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-15T21:46:42.396411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 55b3aac6-e2e2-484a-82a6-302fff22421c · inbound

Learning State-Tracking from Code Using Linear RNNs cites this paper.

Learning State-Tracking from Code Using Linear RNNs Neural Networks and the Chomsky Hierarchy

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T23:07:48.383042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20396610-611d-4af0-a19f-af52bf915311 · inbound

On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication cites this paper.

On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication Neural Networks and the Chomsky Hierarchy

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-05-14T21:09:28.840810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 10ba4387-91fc-4f01-bb13-f929f5e69e90 · inbound

On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication cites this paper.

On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication Neural Networks and the Chomsky Hierarchy

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:07:57.561296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77495dcc-7142-4e6f-8538-26e47c84272e · inbound

Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy cites this paper.

Evaluating the Formal Reasoning Capabilities of Large Language Models through Chomsky Hierarchy Neural Networks and the Chomsky Hierarchy

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:53:11.720559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d6b88308-941f-4524-ba35-e3d20bc1e7a3 · inbound

The UNDO Flip-Flop: A Controlled Probe for Reversible Semantic State Management in State Space Model cites this paper.

The UNDO Flip-Flop: A Controlled Probe for Reversible Semantic State Management in State Space Model Neural Networks and the Chomsky Hierarchy

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:00:52.685816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 72b419aa-a2d4-4bb5-88a1-35e9e472be13 · inbound

On the Emergence of Syntax by Means of Local Interaction cites this paper.

On the Emergence of Syntax by Means of Local Interaction Neural Networks and the Chomsky Hierarchy

Reference 41

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:06:01.188483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 67cbd6e7-d1cd-4808-8b23-38c9eb27eb6d · inbound

On the Emergence of Syntax by Means of Local Interaction cites this paper.

On the Emergence of Syntax by Means of Local Interaction Neural Networks and the Chomsky Hierarchy

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-10T04:20:03.855745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d641c26-44ee-461d-ace5-56ec90d59821 · inbound

Are Flat Minima an Illusion? cites this paper.

Are Flat Minima an Illusion? Neural Networks and the Chomsky Hierarchy

Reference 158

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:13:25.571490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 03d7fee1-fb6d-4723-9779-457208bf9df0 · inbound

Towards Understanding Self-Pretraining for Sequence Classification cites this paper.

Towards Understanding Self-Pretraining for Sequence Classification Neural Networks and the Chomsky Hierarchy

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:33:58.277977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation aa4c173d-c551-495f-b31a-cd5e858cc075 · inbound

A Verifiable Search Is Not a Learnable Chain-of-Thought cites this paper.

A Verifiable Search Is Not a Learnable Chain-of-Thought Neural Networks and the Chomsky Hierarchy

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:49:39.740648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3ec6d875-a65b-4b1b-ab40-7243740a6c55 · inbound

When Does Reward Teach State? A Hidden-Automaton Instrument and a Group-Language Warning Signal cites this paper.

When Does Reward Teach State? A Hidden-Automaton Instrument and a Group-Language Warning Signal Neural Networks and the Chomsky Hierarchy

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T07:20:41.199053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0bd34aa-0379-4d8c-b17f-884719b758cf · inbound

Auditing Discovery Claims: A Two-Sided Criterion for Agentic Science, with the Negative Side Decidable cites this paper.

Auditing Discovery Claims: A Two-Sided Criterion for Agentic Science, with the Negative Side Decidable Neural Networks and the Chomsky Hierarchy

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T00:43:14.297280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c23beb0-9782-4913-90ed-9b1e19e59119 · inbound

Hierarchical Solomonoff Induction: An Unbounded Machine Learning Model cites this paper.

Hierarchical Solomonoff Induction: An Unbounded Machine Learning Model Neural Networks and the Chomsky Hierarchy

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T00:53:43.296195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.