Paper Citation Record · LEDGER

MLLMs are Deeply Affected by Modality Bias

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 16 inbound Pith citation observations for arXiv:2505.18657.

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

pith.paper-citation-record.v1
2505.18657 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:00:28.861351Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T11:59:50.223756Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 409490f8-ec1c-4261-8af4-a4482362a558 · inbound

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability cites this paper.

Can Large Multimodal Models Actively Recognize Faulty Inputs? A Systematic Evaluation Framework of Their Input Scrutiny Ability MLLMs are Deeply Affected by Modality Bias

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T01:00:28.861351Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f4ebe2-070c-4bb0-85d9-e8365943b253 · inbound

Omnidirectional Spatial Modeling from Correlated Panoramas cites this paper.

Omnidirectional Spatial Modeling from Correlated Panoramas MLLMs are Deeply Affected by Modality Bias

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-05T11:56:37.791379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 163ddd2a-a86a-413e-84b0-168791481c7c · inbound

When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs cites this paper.

When Vision Overrides Language: Evaluating and Mitigating Counterfactual Failures in VLAs MLLMs are Deeply Affected by Modality Bias

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-02T22:14:31.631473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd1d54a-dd4f-4ddb-b55d-2cb5b89c675f · inbound

Token-Efficient Multimodal Reasoning via Image Prompt Packaging cites this paper.

Token-Efficient Multimodal Reasoning via Image Prompt Packaging MLLMs are Deeply Affected by Modality Bias

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-13T21:53:19.601782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f8d109ff-404d-49b4-b09b-18a6839cf17d · inbound

A Systematic Study of Cross-Modal Typographic Attacks on Audio-Visual Reasoning cites this paper.

A Systematic Study of Cross-Modal Typographic Attacks on Audio-Visual Reasoning MLLMs are Deeply Affected by Modality Bias

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:38:02.902544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b07b222e-4d13-46a3-a610-d57a13e7a1b0 · inbound

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models cites this paper.

Beyond Text-Dominance: Understanding Modality Preference of Omni-modal Large Language Models MLLMs are Deeply Affected by Modality Bias

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:11:53.732553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4a808afb-0e03-4f25-96d0-9de968dac8e9 · inbound

MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic Misalignment cites this paper.

MiMIC: Mitigating Visual Modality Collapse in Universal Multimodal Retrieval While Avoiding Semantic Misalignment MLLMs are Deeply Affected by Modality Bias

Reference 112

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:21:07.562485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 977cd533-9d06-4171-ad7e-30545c81c955 · inbound

Do Composed Image Retrieval Benchmarks Require Multimodal Composition? cites this paper.

Do Composed Image Retrieval Benchmarks Require Multimodal Composition? MLLMs are Deeply Affected by Modality Bias

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:23:44.429486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc28aa76-c4c2-43ba-8e65-61703fccfcf6 · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models MLLMs are Deeply Affected by Modality Bias

Reference 86

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T11:33:14.210167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 69715a54-940a-4a56-bd7d-4de3a12c796a · inbound

Semantic Generative Tuning for Unified Multimodal Models cites this paper.

Semantic Generative Tuning for Unified Multimodal Models MLLMs are Deeply Affected by Modality Bias

Reference 86

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T18:35:00.347720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 762b4ad1-b48e-40dd-95e3-99e53e76a9a2 · inbound

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability cites this paper.

Measuring Cross-Modal Synergy: A Benchmark for VLM Explainability MLLMs are Deeply Affected by Modality Bias

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-22T06:06:08.750971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7a9952f2-aa1f-416c-a298-703ef7fd3898 · inbound

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems cites this paper.

Sci-Rho: A Multilingual Visually-Grounded Symbolic Benchmark for STEM Problems MLLMs are Deeply Affected by Modality Bias

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:47:22.882322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c0022df-3301-495b-a119-c24451d8c3f6 · inbound

Pareto LoRA: Mitigating Modality Imbalance in Unified Multimodal Models via Pareto-Optimal Gradient Integration cites this paper.

Pareto LoRA: Mitigating Modality Imbalance in Unified Multimodal Models via Pareto-Optimal Gradient Integration MLLMs are Deeply Affected by Modality Bias

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:58:47.380374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d21d4326-f5ba-4049-a2d6-e75804a0f5a1 · inbound

Vesta: A Generalist Embodied Reasoning Model cites this paper.

Vesta: A Generalist Embodied Reasoning Model MLLMs are Deeply Affected by Modality Bias

Reference 161

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:29:35.710669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9f8ed3fd-eddc-4c01-be3d-3b7158916600 · inbound

CAAD: Contrastive Audio-Aware Distillation for Efficient Speech Language Models cites this paper.

CAAD: Contrastive Audio-Aware Distillation for Efficient Speech Language Models MLLMs are Deeply Affected by Modality Bias

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-07-04T11:59:50.226221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2428e129-1e3e-41a7-a55b-7e035829ebef · inbound

Allocation Before Ranking: Decoupled Token Compression for OmniLLMs cites this paper.

Allocation Before Ranking: Decoupled Token Compression for OmniLLMs MLLMs are Deeply Affected by Modality Bias

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T23:23:39.041606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.