Pith. sign in

Paper Citation Record · LEDGER

On the Ability and Limitations of Transformers to Recognize Formal Languages

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2009.11264.

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

pith.paper-citation-record.v1
2009.11264 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 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 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T06:10:16.604932Z

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

0
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 10cf59d9-00e8-4344-8bf5-a1783691c633 · inbound

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization cites this paper.

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T06:10:16.604932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T06:10:16.604932Z digest=sha256:55200ae615d46640f4de1cb645322e01d679fd497e875132bf5ae2b9ea526886

Observation 5edefc34-b2f5-4c33-9b27-2721be7074c9 · inbound

The Serial Scaling Hypothesis cites this paper.

The Serial Scaling Hypothesis On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:12:02.528339Z

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.

source=arxiv_source observed=2026-05-19T04:08:11.344622Z digest=sha256:fcad5fed49403afdf6f9e9a60e9f9d98517a00f1717609b77bbed57d8210b8d6

Observation 0ab13602-b305-4969-a10b-b80fbd4cc797 · inbound

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

Rethinking Memorization Measures and their Implications in Large Language Models On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-06T15:54:33.333452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:54:33.333452Z digest=sha256:14e514be6fb39a32ce5808c31ea18268b89c3930ae65c957c1be87e81a0839fa

Observation 8d78d364-5582-4ef3-bb3b-737ca95b2e8e · inbound

Unraveling Syntax: Language Modeling and the Substructure of Grammars cites this paper.

Unraveling Syntax: Language Modeling and the Substructure of Grammars On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-04T12:47:19.203440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T12:47:19.203440Z digest=sha256:d918a2a74a2f4a4a9cdb464b7448403d19cd8aeab94d2c69a3cf073b8dd7e886

Observation fef3b442-a5a1-461c-8fd0-98870461e7f8 · inbound

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

On the Spatiotemporal Dynamics of Generalization in Neural Networks On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-16T09:00:46.827901Z

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.

source=pdf_text observed=2026-05-16T08:59:44.016444Z digest=sha256:a2640e43df52f0ca2be8bf6020a3ecf4c7a0a7feffb8215eec1b950b447f3409

Observation db23f789-554a-4cc7-93fc-b1259d528b80 · inbound

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

Learning State-Tracking from Code Using Linear RNNs On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-15T21:46:42.383531Z

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.

source=pdf_text observed=2026-05-15T21:46:14.287966Z digest=sha256:2542ea3938903eab850f313e912c045d692c96be7388d22a099606f37e4450e3

Observation 3731d988-3412-4f7d-be43-a4e43099d453 · inbound

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

Learning State-Tracking from Code Using Linear RNNs On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 1994

Resolution
unresolved
no resolver link, observed 2026-08-02T23:07:48.218298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:07:48.218298Z digest=sha256:4de9b8b37a9aca63b83b20ca71ca35d0188962c5e53bdce21c33d2a373002d41

Observation f207f61e-c1d3-49bd-bbb0-e8a68a4682ac · 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 On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-14T21:07:57.702500Z

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.

source=pdf_text observed=2026-05-14T21:07:37.032208Z digest=sha256:2e2d951106c9fb03e97af533a7e1db4561861ec8c36de22dc10886fea755275a

Observation 02298bea-87d6-40ba-a214-9a2d131ac81b · inbound

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

On the Emergence of Syntax by Means of Local Interaction On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-10T04:20:03.814267Z

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.

source=pdf_text observed=2026-05-10T04:16:41.473079Z digest=sha256:692d9b7354fece1c3d10efe53facb7aef8aed722da67dd8903d55d2841b23e78

Observation 56b2d891-a49d-4267-bb0e-af1b31ef31e7 · inbound

Looped Transformers with Layer Normalization Provably Learn the Power Method cites this paper.

Looped Transformers with Layer Normalization Provably Learn the Power Method On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 72

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T19:22:35.275730Z

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.

source=arxiv_source observed=2026-06-28T19:03:51.212121Z digest=sha256:86cb0367af851000f9c28597fcd082119cbf159f4586c1b763e2b5e7cb9f0817

Observation 3a10fe2c-bacc-4f55-b82d-0b90134bca24 · inbound

When Does Reward Teach State? A Hidden-Automaton Instrument and the Group-Language Boundary cites this paper.

When Does Reward Teach State? A Hidden-Automaton Instrument and the Group-Language Boundary On the Ability and Limitations of Transformers to Recognize Formal Languages

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T07:20:41.341600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T07:20:41.341600Z digest=sha256:d7f9e6ccc5194df3a72baf75193107fe208506025b781e720d5377e0357d0af7