Paper Citation Record · LEDGER

Representations in vision and language converge in a shared, multidimensional space of perceived similarities

As of 8 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2507.21871.

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

pith.paper-citation-record.v1
2507.21871 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:21:22.544303Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T16:32:28.422930Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:32:28.671394Z

Reference resolution

19 of 19 outbound references displayed

verified exact2
verified fuzzy10
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9bdf7fb3-8a6f-4f18-8ba3-ce6f87e63edf · outbound

This paper cites Emerging evidence suggests that human brain representations in both vision and language are well predicted by semantic feature spaces obtained from large language models (LLMs).

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Emerging evidence suggests that human brain representations in both vision and language are well predicted by semantic feature spaces obtained from large language models (LLMs)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.778065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 808fd061-f75c-4eae-8e7f-de22674eed3a · outbound

This paper cites (A) Cross-validated non-negative least squares regression was used to model the brain RDMs at every searchlight location using the behavioural RDMs derived from our MA tasks.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities (A) Cross-validated non-negative least squares regression was used to model the brain RDMs at every searchlight location using the behavioural RDMs derived from our MA tasks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.727176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5bbd874c-07bd-406d-97ab-218d9a5d3fd2 · outbound

This paper cites an unresolved cited work.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:21:22.716796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09891198-0646-410c-acc0-115c75458ddb · outbound

This paper cites linguistic modality.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities linguistic modality

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.748159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a6fb438-672d-4b6a-b27c-01a0d165e43e · outbound

This paper cites (A) Participants completed the MA task either on 100 natural scene images (visual modality left) or 100 sentence captions 8 describing the images (linguistic modality right).

Representations in vision and language converge in a shared, multidimensional space of perceived similarities (A) Participants completed the MA task either on 100 natural scene images (visual modality left) or 100 sentence captions 8 describing the images (linguistic modality right)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.738082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6cb16c37-3857-4953-adea-9511c086b9a4 · outbound

This paper cites Scaling Laws for Transfer.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Scaling Laws for Transfer

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:21:22.532478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 698df9c9-edc8-4cb8-b09b-0509435d986b · outbound

This paper cites VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment

Reference 128

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:21:22.581138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 678bc90a-5ea0-4743-acde-4b632dd97752 · outbound

This paper cites A., Schmitz, T.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities A., Schmitz, T

Reference 134

Resolution: verified exact; doi, observed 2026-08-06T12:21:22.636069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 24dcb9c7-e65c-45d3-be8e-6ace6e4c0c1b · outbound

This paper cites A., Kiani, R., Bodurka, J., Esteky, H., Tanaka, K., & Bandettini, P.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities A., Kiani, R., Bodurka, J., Esteky, H., Tanaka, K., & Bandettini, P

Reference 245

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.624190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f02e926-5b21-49b1-aaf4-c65258533fd1 · outbound

This paper cites visual modality.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities visual modality

Reference 2012

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.758598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c8bfdb37-929c-4e63-94b7-f280d91f9d21 · outbound

This paper cites We show that a similar relational structure emerges for both linguistic and visual inputs.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities We show that a similar relational structure emerges for both linguistic and visual inputs

Reference 2013

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.706659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5545cf45-c302-4c49-ac71-85dcceb97a61 · outbound

This paper cites The significance of correlations was tested using one-sided t-test across participants and corrected for multiple comparisons at FDR p < 0.05.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities The significance of correlations was tested using one-sided t-test across participants and corrected for multiple comparisons at FDR p < 0.05

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.659171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b50d41b6-b50e-4c2d-bff9-78862206375c · outbound

This paper cites an unresolved cited work.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Unresolved cited work

Reference 2019

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:21:22.682747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 044c86dc-3609-493a-a98d-061e1f87a0a4 · outbound

This paper cites It may be that the visual system translates sensory inputs into modality-agnostic representations that reflect stable, relational patterns observed in the real-world environment.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities It may be that the visual system translates sensory inputs into modality-agnostic representations that reflect stable, relational patterns observed in the real-world environment

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.695493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c1b187da-df2f-4334-a4a4-b53ba3204fdc · outbound

This paper cites The sentence captions were collected from five human annotators as part of the Microsoft Common Objects in Context database (Lin et al., 2014).

Representations in vision and language converge in a shared, multidimensional space of perceived similarities The sentence captions were collected from five human annotators as part of the Microsoft Common Objects in Context database (Lin et al., 2014)

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:21:22.671282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8746e166-da76-43e8-851d-94d81dc74e1e · outbound

This paper cites an unresolved cited work.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:21:22.767941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation be82ce1a-0acd-48f6-9705-f40062c5cb0f · outbound

This paper cites an unresolved cited work.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Unresolved cited work

Reference 4081

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:21:22.647477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 233de5ba-3820-4e13-b61c-6c4c11479083 · outbound

This paper cites ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks

Reference 6241

Resolution: unresolved; no resolver link, observed 2026-08-06T12:21:22.540405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2112a0ed-47c6-4cc6-acf6-2f903dea97d9 · outbound

This paper cites Visual representations in the human brain are aligned with large language models.

Representations in vision and language converge in a shared, multidimensional space of perceived similarities Visual representations in the human brain are aligned with large language models

Reference 9383

Resolution: unresolved; no resolver link, observed 2026-08-06T12:21:22.528735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e30cad62-9bbc-4c50-a7ce-b698b07ceb1e · inbound

Disentangling the Factors of Convergence between Brains and Computer Vision Models cites this paper.

Disentangling the Factors of Convergence between Brains and Computer Vision Models Representations in vision and language converge in a shared, multidimensional space of perceived similarities

Reference 46

Resolution: verified exact; local_arxiv, observed 2026-08-05T16:32:28.674050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.