Paper Citation Record · LEDGER

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.05438.

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

pith.paper-citation-record.v1
2607.05438 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-12T02:37:53.169236Z

measured 33 of 33 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 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

33 of 33 outbound references displayed

verified exact0
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bd7734db-15ad-4dbe-b391-601c35af597d · outbound

This paper cites Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Communication, Simulation, and Intelligent Agents: Implications of Personal Intelligent Machines for Medical Education

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7448583-3302-4edb-baa9-112bc3fd6745 · outbound

This paper cites Classification Problem Solving.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Classification Problem Solving

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f73c662-8eb8-4344-97d0-ad0fec81853f · outbound

This paper cites , title =.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG , title =

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9a7ea3b-4eb7-418c-8d91-db913559735e · outbound

This paper cites New Ways to Make Microcircuits Smaller---Duplicate Entry.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG New Ways to Make Microcircuits Smaller---Duplicate Entry

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db98195c-7291-45fa-a294-81df9b9903ff · outbound

This paper cites Clancey and Glenn Rennels , abstract =.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Clancey and Glenn Rennels , abstract =

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b39881-7c71-4747-85d5-be43e8764fec · outbound

This paper cites and Rennels, Glenn R.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG and Rennels, Glenn R

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe411122-29e9-4baa-9051-39d3a485c15c · outbound

This paper cites Poligon: A System for Parallel Problem Solving.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Poligon: A System for Parallel Problem Solving

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d3d634e-342d-4a85-96d2-31d534c9a122 · outbound

This paper cites Transfer of Rule-Based Expertise through a Tutorial Dialogue.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Transfer of Rule-Based Expertise through a Tutorial Dialogue

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7dd0ad7-2898-45eb-aefe-dc075a0503d9 · outbound

This paper cites The Engineering of Qualitative Models.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG The Engineering of Qualitative Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91b378ac-b561-4806-b5ca-5c2109d12312 · outbound

This paper cites 2023 , eprint=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG 2023 , eprint=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5955743d-9c85-4297-8849-346be45e916d · outbound

This paper cites Pluto: The 'Other' Red Planet.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Pluto: The 'Other' Red Planet

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78c3c296-6677-4012-8caf-fa60ca86d856 · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG International Conference on Learning Representations (ICLR) , year=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ddcafd19-329f-402e-bb36-46cdd01ed13a · outbound

This paper cites arXiv preprint arXiv:2602.03007 , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint arXiv:2602.03007 , year=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daae00a3-4b18-4d92-bf0c-8097a61c8581 · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e08dcfdd-e5a2-4e80-abde-64f2fb382640 · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a3a43eb-8e9a-4a81-8bd4-4c349282aea8 · outbound

This paper cites Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41c22578-31a7-4d2d-944c-6862c124f8bb · outbound

This paper cites mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG mRAG: Elucidating the Design Space of Multi-modal Retrieval-Augmented Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b17643cd-83af-4ba0-b3a2-181f8d709a47 · outbound

This paper cites arXiv preprint arXiv:2510.03663 , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint arXiv:2510.03663 , year=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a11b5d31-239e-4bae-a3ee-e197de4e7ea3 · outbound

This paper cites CVPR , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG CVPR , year=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 425c46a6-0f6b-4936-8d37-3f24de5cdd03 · outbound

This paper cites NeurIPS , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG NeurIPS , year=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc5f80b-c122-4473-a553-320e34c0057a · outbound

This paper cites ICLR , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG ICLR , year=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0406c6b3-8633-4ae3-b99d-eb0e3b9d3e03 · outbound

This paper cites Corrective Retrieval Augmented Generation.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Corrective Retrieval Augmented Generation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fae33877-4ec8-4b30-ab01-9ae40a64142f · outbound

This paper cites NAACL , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG NAACL , year=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Unavailable: canonical work link unavailable.

Observation 02639f4f-1cfe-4a9e-af1c-531d0b9a9bc6 · outbound

This paper cites TACL , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG TACL , year=

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45e5e32c-a686-43a9-b0dc-d3502ed6b8b4 · outbound

This paper cites ICML , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG ICML , year=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Unavailable: canonical work link unavailable.

Observation a26bfdbc-18ab-4a3a-ad53-593fc2766a17 · outbound

This paper cites ICML , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG ICML , year=

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c8a25d6-6fe3-450e-afc0-0e2f50af02d7 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Observation 96d95bf6-c789-4c8e-ba11-8c923e37638f · outbound

This paper cites EMNLP , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG EMNLP , year=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Observation ccc435a1-4311-4a4e-ae08-303c25b45255 · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Observation 7e5fff36-2f8c-4efc-832a-402159760f9f · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Unavailable: canonical work link unavailable.

Observation 37f9f59d-7fc7-42d7-a611-d5358a8e9a7f · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Unavailable: canonical work link unavailable.

Observation 484ac759-3c4a-4a8d-a0a2-d142d7d64547 · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Unavailable: canonical work link unavailable.

Observation e4a0a1ab-f42c-40c2-9394-19dda6a8f0e8 · outbound

This paper cites arXiv preprint , year=.

Modality Relevance is not Modality Utility: Post-hoc Selective Modality Escalation for Cost-Aware Multimodal RAG arXiv preprint , year=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-12T02:37:53.169236Z

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Pith citing papers

No inbound Pith citation observations are available.