Paper Citation Record · LEDGER

Language Models Represent and Transform Concepts with Shared Geometry

As of 9 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2607.04525.

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

pith.paper-citation-record.v1
2607.04525 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T17:58:26.517874Z

measured 15 of 15 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1a1a94af-a5c9-4b7d-b4b5-62b4ee5b901f · outbound

This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.

Language Models Represent and Transform Concepts with Shared Geometry DeepSeek LLM: Scaling Open-Source Language Models with Longtermism

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faae5644-bbd6-452e-b3eb-27f5cc944606 · outbound

This paper cites Datasheet for the Pile.

Language Models Represent and Transform Concepts with Shared Geometry Datasheet for the Pile

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6b4d2d8-ad5c-460f-9b3c-c2532c2a6eed · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Language Models Represent and Transform Concepts with Shared Geometry The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09c7d7cd-5ff9-4d17-8c85-fe49dd370691 · outbound

This paper cites The Llama 3 Herd of Models.

Language Models Represent and Transform Concepts with Shared Geometry The Llama 3 Herd of Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 047cbc67-52a3-4c59-87f4-6f7d11ad716f · outbound

This paper cites Revisiting the Platonic Representation Hypothesis: An Aristotelian View.

Language Models Represent and Transform Concepts with Shared Geometry Revisiting the Platonic Representation Hypothesis: An Aristotelian View

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67ceaa91-5359-49ce-97c5-0412553ce150 · outbound

This paper cites The representational geome- try of number.arXiv preprint arXiv:2602.06843,.

Language Models Represent and Transform Concepts with Shared Geometry The representational geome- try of number.arXiv preprint arXiv:2602.06843,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77066e0d-aff2-4a35-9fd6-eaefa8602327 · outbound

This paper cites Ministral 3.

Language Models Represent and Transform Concepts with Shared Geometry Ministral 3

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae66442-4375-4851-9b2d-257a64b2dc30 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

Language Models Represent and Transform Concepts with Shared Geometry Efficient Estimation of Word Representations in Vector Space

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a002b110-94b1-420b-aed5-73e75ffde028 · outbound

This paper cites Gemma 2: Improving Open Language Models at a Practical Size.

Language Models Represent and Transform Concepts with Shared Geometry Gemma 2: Improving Open Language Models at a Practical Size

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1bc81e6b-d2b8-402c-9ca8-98f957d11c1f · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Language Models Represent and Transform Concepts with Shared Geometry Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc7f8350-6b07-4ab5-8aae-bc2897e12118 · outbound

This paper cites Qwen2.5 Technical Report.

Language Models Represent and Transform Concepts with Shared Geometry Qwen2.5 Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 631b43eb-bb13-4333-b91a-6ab3cb69c0ba · outbound

This paper cites Model Details This appendix provides a comprehensive overview of the 23 pre-trained language models evaluated in this work, spanning six model families released between 2023 and.

Language Models Represent and Transform Concepts with Shared Geometry Model Details This appendix provides a comprehensive overview of the 23 pre-trained language models evaluated in this work, spanning six model families released between 2023 and

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ceb803f-abbd-4c86-befb-64b52716ffcf · outbound

This paper cites an unresolved cited work.

Language Models Represent and Transform Concepts with Shared Geometry Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b360ee0d-5bcf-4478-93ba-5107ddea290c · outbound

This paper cites Note that artificial and natural concepts are inherently concrete concepts.

Language Models Represent and Transform Concepts with Shared Geometry Note that artificial and natural concepts are inherently concrete concepts

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75f3aeb6-e9ce-4e73-a421-98d8418b25e7 · outbound

This paper cites Word Category Conc.

Language Models Represent and Transform Concepts with Shared Geometry Word Category Conc

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-11T17:58:26.517874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.