Paper Citation Record · LEDGER

Representational Strengths and Limitations of Transformers

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2306.02896.

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

pith.paper-citation-record.v1
2306.02896 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T00:18:21.336902Z

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

12
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 c477d43d-df05-43f5-a99c-dda98e38cdf9 · inbound

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models cites this paper.

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models Representational Strengths and Limitations of Transformers

Reference 102

Resolution: verified exact; arxiv_id, observed 2026-05-17T18:00:50.281507Z

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 894bbf27-de65-4495-aee5-38626bc0f641 · inbound

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

Pause Tokens Strictly Increase the Expressivity of Constant-Depth Transformers Representational Strengths and Limitations of Transformers

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T13:52:59.088184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e29a8a8-5a31-4110-b43b-ed1dbccdd87e · 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 Representational Strengths and Limitations of Transformers

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T06:10:19.882192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 422963d4-cb7f-4378-a360-7421dd77f6e6 · inbound

How Much Cache Does Reasoning Need? Depth-Cache Tradeoffs in KV-Compressed Transformers cites this paper.

How Much Cache Does Reasoning Need? Depth-Cache Tradeoffs in KV-Compressed Transformers Representational Strengths and Limitations of Transformers

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:28:39.188829Z

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 d97f301c-2f25-4162-885a-0d5760b17940 · inbound

A Sharper Picture of Generalization in Transformers cites this paper.

A Sharper Picture of Generalization in Transformers Representational Strengths and Limitations of Transformers

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-21T06:03:59.153525Z

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 0907f4ab-5d81-448e-80d2-38608b8c324f · inbound

A Sharper Picture of Generalization in Transformers cites this paper.

A Sharper Picture of Generalization in Transformers Representational Strengths and Limitations of Transformers

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-06-30T17:24:56.424574Z

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 86ab37cb-49d5-42fb-af24-be20ace948a2 · inbound

Keyless Attention: Value-Space Routing and Value-Only Caching for Efficient Transformers cites this paper.

Keyless Attention: Value-Space Routing and Value-Only Caching for Efficient Transformers Representational Strengths and Limitations of Transformers

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T07:59:40.289591Z

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 dd0e4ca4-6e73-4829-b879-28505d654207 · inbound

Structure Before Collapse: Transient semantic geometry in next-token prediction cites this paper.

Structure Before Collapse: Transient semantic geometry in next-token prediction Representational Strengths and Limitations of Transformers

Reference 102

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T13:29:51.076087Z

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 d33e055e-3c73-4dd4-b5af-c34cfbdbbfa7 · inbound

Attention-based representations for multi-task computation cites this paper.

Attention-based representations for multi-task computation Representational Strengths and Limitations of Transformers

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T00:18:21.336902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.