Paper Citation Record · LEDGER

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation

As of 21 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2502.04176.

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

pith.paper-citation-record.v1
2502.04176 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:20:01.204321Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:30:08.756767Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:40:07.536409Z

Reference resolution

52 of 52 outbound references displayed

verified exact1
verified fuzzy0
unresolved51
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc9e559f-d767-43c6-89d9-131cf994bb62 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.963580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d514c9de-8493-4418-94c1-1bf6cfd9f34c · outbound

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

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Hallucination of Multimodal Large Language Models: A Survey

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.968048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a24ebba-a154-46db-be7a-42df2939375e · outbound

This paper cites WikiWeb2M: A Page-Level Multimodal Wikipedia Dataset.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation WikiWeb2M: A Page-Level Multimodal Wikipedia Dataset

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-08T23:20:01.476263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ffb8d29-0fbf-43c1-929e-ae2e4a951736 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.647144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ad6323e6-addb-4e8c-aedc-4305e405d28b · outbound

This paper cites M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.979616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f0424b-b94b-4aae-9e70-994e4d7507bc · outbound

This paper cites MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.983801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43321dff-4be8-48d7-8055-8195a6e15781 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.987901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca3ee25c-58a3-430c-93da-15be130f60e3 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.991692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de530e1-634d-4e33-96a5-99d5679dacb8 · outbound

This paper cites The Llama 3 Herd of Models.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.996182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ec296d-fa21-4558-b7e0-f177ce35511c · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:00.999923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 437b61c3-6d98-423a-921a-2018e88794e5 · outbound

This paper cites Ragas: Automated Evaluation of Retrieval Augmented Generation.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Ragas: Automated Evaluation of Retrieval Augmented Generation

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.003475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f80fd8c1-cbf8-4f06-9b3e-ffd6659b9abf · outbound

This paper cites KAT: A Knowledge Augmented Transformer for Vision-and-Language.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation KAT: A Knowledge Augmented Transformer for Vision-and-Language

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.008761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90134a62-5c2b-4768-acb7-547d2d876932 · outbound

This paper cites RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation RAG vs Fine-tuning: Pipelines, Tradeoffs, and a Case Study on Agriculture

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.012259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea5f90e-fde6-493a-a325-4903327ebaef · outbound

This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.015830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8921ecbe-3616-46d2-a40c-2465f21ba7c7 · outbound

This paper cites MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation MMSearch: Benchmarking the Potential of Large Models as Multi-modal Search Engines

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.019195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88fb0ce0-bb3f-4458-a746-9ea86cc554c7 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.638511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2178f723-5ec4-4a05-a08b-d52092de6bcc · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.629626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a37951d5-4c65-4996-8dbf-85523f262b56 · outbound

This paper cites jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.029650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf9a4d7-3dec-4341-ba60-4a7545620d76 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.033810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb6ea0f1-5e91-4b31-a827-d4ea99000d8a · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.615906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f5eaa238-35e2-4d40-9b94-3cd644d66d62 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.053365Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9538a13a-9d2b-4ddf-8226-c174c3ddb07c · outbound

This paper cites DeepSeek-V3 Technical Report.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation DeepSeek-V3 Technical Report

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.057079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a956a995-265c-402f-b209-7a4e5374e7b8 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.601924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1dbd175a-0f78-46ac-bbde-619fdc5c7fe5 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.064089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1f6bf2-1fb4-4a3d-87db-c09205a667ac · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.593000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 957371e7-3cf7-474d-8f95-5d55219a6f75 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.074661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c077fc8b-8275-43b2-bc75-478b5ca2888b · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.578006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9c3a9d43-9c71-4611-aca0-107f674ed545 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.568137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0fc1a6fe-3494-4a9f-a285-6ed68e1ff0ca · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.557747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c8be1041-9977-4989-a806-24b9fbe4ec46 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.100074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c985f481-cea8-4282-a398-961788db2fca · outbound

This paper cites KILT: a Benchmark for Knowledge Intensive Language Tasks.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation KILT: a Benchmark for Knowledge Intensive Language Tasks

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.103232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0a5ca9b-92e8-480d-a072-a818182179bd · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.106544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83133fca-cc01-4119-8e71-f63612d5c6be · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.537255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 57c5008e-b476-4b62-9fb6-f77be29fe01d · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.114742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af5cd519-d9eb-4c80-9d0b-162febbbafab · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.521318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 429cb005-0821-4a03-95ce-81894137a3ec · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.511211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e76a441a-6be2-4fd2-8018-275e1a20a3a2 · outbound

This paper cites MultiModalQA: Complex Question Answering over Text, Tables and Images.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation MultiModalQA: Complex Question Answering over Text, Tables and Images

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.147309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 284b5d1c-6601-4742-afcd-b27179c33f6c · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.150915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 206b83ec-cb7f-455f-9455-002cbebb2d5a · outbound

This paper cites MinerU: An Open-Source Solution for Precise Document Content Extraction.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation MinerU: An Open-Source Solution for Precise Document Content Extraction

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.154288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 604e49ee-fb1b-4dbb-8fb0-555ea65611e1 · outbound

This paper cites A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.157567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c5ebab0-a182-4617-bb2c-9f5bf84c7779 · outbound

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

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.160781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ae03aec-2e88-42e2-bd07-c98ce5106371 · outbound

This paper cites QAEncoder: Towards Aligned Representation Learning in Question Answering Systems.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation QAEncoder: Towards Aligned Representation Learning in Question Answering Systems

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.164910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc94833d-d1e8-473c-a940-103a61b5d6e7 · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.168526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45bda60d-12bd-4e1f-8280-4902184fd413 · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation C-Pack: Packed Resources For General Chinese Embeddings

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.171702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e627791-c5cf-4537-8814-86df3d91d9d5 · outbound

This paper cites RecipeQA: A Challenge Dataset for Multimodal Comprehension of Cooking Recipes.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation RecipeQA: A Challenge Dataset for Multimodal Comprehension of Cooking Recipes

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.175252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a06a6a69-5993-4120-a58d-014782bd304e · outbound

This paper cites an unresolved cited work.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-08T23:20:01.496260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0d9b605a-cdde-4a1a-88cc-c6fcd128c14f · outbound

This paper cites InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation InternLM-XComposer: A Vision-Language Large Model for Advanced Text-image Comprehension and Composition

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.182050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80eaf59c-3ff2-4f07-96d2-e354358e12d0 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation BERTScore: Evaluating Text Generation with BERT

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.185459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d921b454-ad32-4c61-a09f-e6061c90f81f · outbound

This paper cites Retrieval-Augmented Generation for AI-Generated Content: A Survey.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.196499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0639b5d-90d2-4819-9015-c577a8ec2ade · outbound

This paper cites RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.200856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f6d7f0-f6f5-428e-9a97-16b05588a599 · outbound

This paper cites MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.204321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43159f73-43ff-4c3d-923c-012756fe4084 · outbound

This paper cites Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines.

MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T23:20:01.071133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 064feb79-9ef9-4f0c-996c-f11af597f472 · inbound

Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges cites this paper.

Reasoning RAG via System 1 or System 2: A Survey on Reasoning Agentic Retrieval-Augmented Generation for Industry Challenges MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T04:30:08.756767Z

Source-reported events for the cited work

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Observation 412345b8-5035-4ef3-9176-7deb5fbe1a2f · inbound

Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models cites this paper.

Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models MRAMG-Bench: A Comprehensive Benchmark for Advancing Multimodal Retrieval-Augmented Multimodal Generation

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-07-04T20:40:07.538163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.