MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A | Paper Citation Record

Observation d36e1e87-f477-4a7b-8d0f-ea0b9e6af7a3 · outbound

This paper cites ColPali: Efficient Document Retrieval with Vision Language Models.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A ColPali: Efficient Document Retrieval with Vision Language Models

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T03:36:29.840542Z

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Observation 031c1be1-b25f-4e39-a36e-71cb97002ae5 · outbound

This paper cites Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T03:36:29.842303Z

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Observation d4505ae0-5089-4875-bb25-561cd3aadda5 · outbound

This paper cites Vidore benchmark v2: Raising the bar for visual retrieval.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Vidore benchmark v2: Raising the bar for visual retrieval

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:36:29.839893Z

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Observation f42ffe12-2138-489f-9dcc-06df3ffe15cf · outbound

This paper cites A Survey of Multimodal Retrieval-Augmented Generation.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A A Survey of Multimodal Retrieval-Augmented Generation

Reference 4

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Observation c935c213-49b6-4363-b417-a36befcc7851 · outbound

This paper cites RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T03:36:29.844542Z

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Observation 8cfc62a8-debc-473e-ba9a-dfed0f0b9486 · outbound

This paper cites SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A SlideVQA: A Dataset for Document Visual Question Answering on Multiple Images

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:36:29.834747Z

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Observation 8189d147-93fa-4698-9d59-1e7cdcfb8336 · outbound

This paper cites FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A FinRAGBench-V: A Benchmark for Multimodal RAG with Visual Citation in the Financial Domain

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T03:36:29.842895Z

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Observation a0069ed2-da32-4550-be44-00619448eda3 · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation fab1ab6a-d89f-49ac-94ce-9b19bdb47489 · outbound

This paper cites There can be merged cells.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A There can be merged cells

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation 0d473241-3f3c-40c8-b628-77092c396db3 · outbound

This paper cites # Task Definition: You are provided with the first one or two pages of a document as images.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A # Task Definition: You are provided with the first one or two pages of a document as images

Reference 10

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Observation 3378f5c4-8c5f-42a6-9c0c-51797de10a90 · outbound

This paper cites The goal is to improve information retrieval performance by creating a short but descriptive file name/title which accurately reflects the content of the document.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A The goal is to improve information retrieval performance by creating a short but descriptive file name/title which accurately reflects the content of the document

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation 8ac3e182-0d82-4374-8497-3fb358852df3 · outbound

This paper cites Use detailed guidelines below in ‘Document Layout Classification‘ for this task.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Use detailed guidelines below in ‘Document Layout Classification‘ for this task

Reference 12

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Observation 9302ca81-ce8b-4838-af26-16e8612ebae8 · outbound

This paper cites Use layout information such as titles, section headers to determine the relevant information which can be used to generate a descriptive file name for the given document.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Use layout information such as titles, section headers to determine the relevant information which can be used to generate a descriptive file name for the given document

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation fb3f433a-984b-46f0-8a76-e1d0ebb7c1d8 · outbound

This paper cites Your task is to enhance it with a more descriptive title.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Your task is to enhance it with a more descriptive title

Reference 14

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Observation a54b477f-8ddf-487e-92e4-1765cfbcc565 · outbound

This paper cites - Concise: Avoid unnecessary words; aim for brevity while maintaining clarity.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A - Concise: Avoid unnecessary words; aim for brevity while maintaining clarity

Reference 15

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Observation 78f73e87-0a77-43e8-a2be-33d9c1bd9f23 · outbound

This paper cites {LLM WRITTEN FILE NAME}.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A {LLM WRITTEN FILE NAME}

Reference 16

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Observation 60f35589-354c-4bb3-be82-40bf0f139409 · outbound

This paper cites standard.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A standard

Reference 17

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Observation 89c9314e-747d-40bf-88dc-d26060027bde · outbound

This paper cites presentation.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A presentation

Reference 18

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Observation 06939ef9-ae1e-4db1-bb68-6c30334de40c · outbound

This paper cites standard.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A standard

Reference 19

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Observation 2001ca76-e977-4dea-ae5c-a44928cf0a1c · outbound

This paper cites Use layout information such as titles, section headers to determine the relevant information which can be used to generate a descriptive file name/title for the given document.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Use layout information such as titles, section headers to determine the relevant information which can be used to generate a descriptive file name/title for the given document

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation 3d69df4d-0da2-4ebe-8697-70c4a2e5b000 · outbound

This paper cites Your task is to enhance it with a more descriptive title.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Your task is to enhance it with a more descriptive title

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

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Observation 96207409-7dcf-4033-8d4f-35eab1cc7c87 · outbound

This paper cites - Concise: Avoid unnecessary words; aim for brevity while maintaining clarity.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A - Concise: Avoid unnecessary words; aim for brevity while maintaining clarity

Reference 22

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Observation 3368aa70-3f53-4107-acbf-7221a8017aee · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 23

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This paper cites Effectively any graphical representation of numerical data or trends.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Effectively any graphical representation of numerical data or trends

Reference 24

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 25

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Observation 27fe80d2-be35-4e5d-ac5d-c45e7a1ba37e · outbound

This paper cites Organization hierarchy chart.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Organization hierarchy chart

Reference 26

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This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 27

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Observation e117284c-91f3-4312-8c87-c164af77233b · outbound

This paper cites Task 2: INFORMATION EXTRACTION Given an input image, your goal is to generate a structured paragraph that describes all relevant information contained in the image.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Task 2: INFORMATION EXTRACTION Given an input image, your goal is to generate a structured paragraph that describes all relevant information contained in the image

Reference 28

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Observation 4fa481ee-3754-4bba-ae79-daf8c617068c · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 29

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Observation 75a999ba-2a04-471b-be0b-f09e7b854e6c · outbound

This paper cites Avoid terms like increase, decrease, trend, pattern, correlation, or any inferred relationships.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Avoid terms like increase, decrease, trend, pattern, correlation, or any inferred relationships

Reference 30

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Observation 49f62f22-d6c1-4560-83d5-0ba3afd2bb6b · outbound

This paper cites Do not introduce external knowledge or assumptions.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Do not introduce external knowledge or assumptions

Reference 31

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This paper cites Step-by-Step Approach (Chain of Thought):.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Step-by-Step Approach (Chain of Thought):

Reference 32

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 33

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This paper cites If the legend is color coded, then only use the color coding to map to specific items in the chart, do not use alignment.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A If the legend is color coded, then only use the color coding to map to specific items in the chart, do not use alignment

Reference 34

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 35

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Observation 51b5affc-3ba0-4833-ad4f-bf2b9b800791 · outbound

This paper cites A", "B", and.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A A", "B", and

Reference 36

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Observation 6b3cf866-a740-43d4-8301-7b40fbeae07a · outbound

This paper cites The text is not guaranteed to be formatted in the correct layout as displayed on the slide but is meant to supplement the image which should be the source of the layout order.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A The text is not guaranteed to be formatted in the correct layout as displayed on the slide but is meant to supplement the image which should be the source of the layout order

Reference 37

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This paper cites Table should have evident rows and column structure, generally with their cells having text within them.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Table should have evident rows and column structure, generally with their cells having text within them

Reference 38

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 39

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 40

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Observation d1eda522-f1fd-494f-9fe1-3d84dcd0a709 · outbound

This paper cites Each and every table should have its text description enclosed by a table tag [TABLE START] and [TABLE END] placeholders.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Each and every table should have its text description enclosed by a table tag [TABLE START] and [TABLE END] placeholders

Reference 41

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Observation d008a4db-ac4c-4600-b64b-1fc86280944e · outbound

This paper cites Each and every picture should be enclosed by a picture tag [PICTURE START] and [PICTURE END] placeholders.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Each and every picture should be enclosed by a picture tag [PICTURE START] and [PICTURE END] placeholders

Reference 42

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Observation 224a0143-6fc0-411d-b1a4-ee52cc98b8bf · outbound

This paper cites This is very important.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A This is very important

Reference 43

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Observation d5bbafc6-71c1-4288-8289-f67356ac756e · outbound

This paper cites The number of ’#’ defines the level of the section header.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A The number of ’#’ defines the level of the section header

Reference 44

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Observation 098ed45e-09cf-44c4-983c-9f0972564f83 · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 45

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Observation b0b8c4eb-5f39-4f24-a8c3-728265597f54 · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 46

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Observation 905b2f42-04d8-4eac-902c-b79aef08c72c · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 47

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Observation abe9a2f2-46f5-4b49-a447-965ff4278557 · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 48

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Observation 57c4570c-ec52-4eff-b29b-2c24bbd2bb19 · outbound

This paper cites Questions?.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Questions?

Reference 49

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Observation 17c187cc-1164-4c41-b090-314d9dabf2b5 · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 50

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Observation 749d6681-1eab-433b-ad2f-388915b6c4c9 · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 51

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Observation 8bc24ccd-27a8-4a3f-9ddc-f7d40e58c53c · outbound

This paper cites For each table your task is to do the following: a) Extract all the information present in the table into a coherent detailed text paragraph called table paragraph.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A For each table your task is to do the following: a) Extract all the information present in the table into a coherent detailed text paragraph called table paragraph

Reference 52

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Observation 007796af-b0e9-403a-ae75-0d8af8699de6 · outbound

This paper cites In Q1, Product A sold 100 units, Product B sold 150 units, and Product C sold 200 units.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A In Q1, Product A sold 100 units, Product B sold 150 units, and Product C sold 200 units

Reference 53

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Observation f3066fe1-cb6e-42d9-844a-ce5593488aa7 · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 54

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Observation 349380bb-4909-4eb6-8de4-ad499faac424 · outbound

This paper cites You should extract information for each picture in the slide image.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A You should extract information for each picture in the slide image

Reference 55

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Observation 6b2df698-1885-450d-8a62-7bded93c0c01 · outbound

This paper cites This can be text labels, numerical values, semantic information contained in flow diagrams which are present in the image.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A This can be text labels, numerical values, semantic information contained in flow diagrams which are present in the image

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2805ada-a639-4068-b525-fe6722988697 · outbound

This paper cites You can use the surrounding context in the slide image to help with describing the picture.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A You can use the surrounding context in the slide image to help with describing the picture

Reference 57

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92422b57-25a7-4208-8e40-d62d3eabd42e · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e832bb23-591c-4b83-83fa-dd98bf5ad7af · outbound

This paper cites Do not introduce external knowledge or assumptions.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Do not introduce external knowledge or assumptions

Reference 59

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cadd0ba-eb55-43f8-8494-fa8cda461ad9 · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c3df18-a9ac-49fa-a38b-19d0c27ee7dc · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebe5e274-d1a6-49da-95bb-ec1863b11b8b · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c0247c3-6877-4a25-89e3-e88a725b1908 · outbound

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MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A SLIDE CLASS

Reference 63

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac3bf532-355b-40fa-a549-923324f3e764 · outbound

This paper cites Expand the abbreviations in the query if they are defined in the background knowledge.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Expand the abbreviations in the query if they are defined in the background knowledge

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 272d1c1b-e5ec-46c0-9b25-9ae50d11d2ed · outbound

This paper cites DO NOT add a date if the original query does not mention one.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A DO NOT add a date if the original query does not mention one

Reference 65

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7df3f16-b906-4da7-9918-debae6952ed5 · outbound

This paper cites Perform coreference resolution and replace references with their corresponding entities.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Perform coreference resolution and replace references with their corresponding entities

Reference 66

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4595d61c-5c3e-4ae9-b777-a05c4cacb414 · outbound

This paper cites QUERY": <query>. You will be provided with two key pieces of information:.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A QUERY": <query>. You will be provided with two key pieces of information:

Reference 67

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce01e0b2-159d-48ec-8c15-e2891c081707 · outbound

This paper cites answer_statements.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A answer_statements

Reference 70

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66fb39f0-6d4b-4b1d-aeed-bb75344f71f3 · outbound

This paper cites Avoid the use of pronouns and co-references.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Avoid the use of pronouns and co-references

Reference 71

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5538ff91-a57d-460f-9bfd-936dbc80c083 · outbound

This paper cites Use only either ‘Entailment’ (1), ‘Contradiction’ (0), or ’Neutral’ (-1) as verdict.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Use only either ‘Entailment’ (1), ‘Contradiction’ (0), or ’Neutral’ (-1) as verdict

Reference 72

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f61eedce-f2b8-4ac1-9e0e-bf4ba0e30823 · outbound

This paper cites an unresolved cited work.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44a261a7-e448-49b6-b315-95594368615b · outbound

This paper cites Infer all relevant information from the image itself and use it for natural language inference.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A Infer all relevant information from the image itself and use it for natural language inference

Reference 74

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36972f8b-d81b-4d29-ae5b-697961b6de8f · outbound

This paper cites answer_statements.

MM-BizRAG: Rethinking Multimodal Retrieval-Augmented Generation for General Purpose Enterprise Q&A answer_statements

Reference 75

Resolution: unresolved; no resolver link, observed 2026-06-28T09:52:28.556039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers