Paper Citation Record · LEDGER

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models

As of 16 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2505.05626.

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

pith.paper-citation-record.v1
2505.05626 v3

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:06:49.290784Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

26 of 26 outbound references displayed

verified exact0
verified fuzzy13
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3dace842-e939-43af-b761-3563d2ff32e4 · outbound

This paper cites an unresolved cited work.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.692845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0d8090c1-07b4-4f97-ad1d-4b078e715398 · outbound

This paper cites Self-supervised learning from images with a joint-embedding predictive architecture.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Self-supervised learning from images with a joint-embedding predictive architecture

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.679539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c9a3fce8-87bf-422a-ba77-fa9d7cacfb40 · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Hallucination of Multimodal Large Language Models: A Survey

Reference 3

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Source-reported events for the cited work

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Observation 83cb824a-d8a7-444d-adf8-035a30653275 · outbound

This paper cites From colouring-in to pointillism: revisiting semantic segmentation supervision.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models From colouring-in to pointillism: revisiting semantic segmentation supervision

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.199068Z

Source-reported events for the cited work

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Observation c231a48e-3a5c-4215-a6d1-6c23b9219b01 · outbound

This paper cites Multimodal Autoregressive Pre-training of Large Vision Encoders.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Multimodal Autoregressive Pre-training of Large Vision Encoders

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.204156Z

Source-reported events for the cited work

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Observation c9d423cd-3234-4f39-bc5c-59a7505f519c · outbound

This paper cites The Llama 3 Herd of Models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.208740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ce9a543-525d-4b16-b5f1-56ab96fb1fc6 · outbound

This paper cites The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.666781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e565e41f-649b-4594-8d4e-23f0bb47a7f3 · outbound

This paper cites The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale.

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.654002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 058f94bb-38e4-4873-8a6f-cdc5645d5cc8 · outbound

This paper cites Mixture-of-Transformers: A Sparse and Scalable Architecture for Multi-Modal Foundation Models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Mixture-of-Transformers: A Sparse and Scalable Architecture for Multi-Modal Foundation Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.222650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9807f5c-88de-4f85-9435-c86598a4344e · outbound

This paper cites Visual instruction tuning.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Visual instruction tuning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.640996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ba66a892-f2be-4524-a828-e81cf705a085 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Learning transferable visual models from natural language supervi- sion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.230819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fc286c2-30da-43c5-af8c-a801e47ba9f7 · outbound

This paper cites Vision language models are blind.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Vision language models are blind

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.619327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a3d89823-2811-4467-8393-ecaefd6298ee · outbound

This paper cites Am-radio: Agglomerative vision foundation model reduce all domains into one.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Am-radio: Agglomerative vision foundation model reduce all domains into one

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.605236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3999e065-746f-4cf2-9d14-73ee2e0163bb · outbound

This paper cites Anwer, Eric Xing, Ming-Hsuan Yang, and Fahad S.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Anwer, Eric Xing, Ming-Hsuan Yang, and Fahad S

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.591033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 013f002a-5d4e-4f4c-ae2d-b02673928a89 · outbound

This paper cites Eagle: Exploring the design space for multimodal llms with mixture of encoders, 2025.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Eagle: Exploring the design space for multimodal llms with mixture of encoders, 2025

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.578106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d6876a80-5e66-4a3c-89eb-4126c3eeee25 · outbound

This paper cites An empirical analysis on spatial reason- ing capabilities of large multimodal models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models An empirical analysis on spatial reason- ing capabilities of large multimodal models

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.565288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9efa1615-e701-4c5e-8364-7242022bc0b6 · outbound

This paper cites Sparkle: Mastering basic spatial capabilities in vision language models elicits gen- eralization to composite spatial reasoning.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Sparkle: Mastering basic spatial capabilities in vision language models elicits gen- eralization to composite spatial reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.254574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18a6c9d6-e108-462e-a853-f4af6e022a58 · outbound

This paper cites Cambrian-1: A fully open, vision-centric explo- ration of multimodal llms.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Cambrian-1: A fully open, vision-centric explo- ration of multimodal llms

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.552250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dbca669c-abaa-4d6c-8a43-a6df314ccbcb · outbound

This paper cites Eyes wide shut? exploring the visual shortcomings of multimodal llms.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Eyes wide shut? exploring the visual shortcomings of multimodal llms

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.262424Z

Source-reported events for the cited work

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Observation b5c0014b-a35e-438f-8a7d-38f912c2dc6b · outbound

This paper cites Is a picture worth a thousand words? delving into spatial reasoning for vi- sion language models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Is a picture worth a thousand words? delving into spatial reasoning for vi- sion language models

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.530294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2ab09e69-0a89-4155-980e-9eb6e2ac21cc · outbound

This paper cites Cogvlm: Visual expert for pretrained lan- guage models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Cogvlm: Visual expert for pretrained lan- guage models

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.516505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d4faa040-7b49-45a5-bd45-318db2895f37 · outbound

This paper cites MM-LLMs: Recent Advances in MultiModal Large Language Models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models MM-LLMs: Recent Advances in MultiModal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.274106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d865d26b-9e31-4d0f-be5e-ab97492a1744 · outbound

This paper cites Llava-grounding: Grounded visual chat with large multimodal models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Llava-grounding: Grounded visual chat with large multimodal models

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:06:49.503755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1401d02a-b2a4-4778-9fd6-99ef7e1098a0 · outbound

This paper cites Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Ferret-v2: An Improved Baseline for Referring and Grounding with Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T23:06:49.282590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd48bbfe-147f-4335-808d-61f7fae9aff1 · outbound

This paper cites an unresolved cited work.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.476853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f920a5cb-03e8-4ee9-a0ea-a7d27d415fdb · outbound

This paper cites an unresolved cited work.

Perceiving Beyond Language Priors: Enhancing Visual Comprehension and Attention in Multimodal Models Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:06:49.490235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.