Paper Citation Record · LEDGER

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

As of 10 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 4 inbound Pith citation observations for arXiv:2508.06328.

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

pith.paper-citation-record.v1
2508.06328 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:52:01.616287Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T19:16:59.955507Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T06:35:25.039112Z

Reference resolution

46 of 46 outbound references displayed

verified exact1
verified fuzzy2
unresolved42
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 166b1b15-bce7-4b08-b04c-77e19154affe · outbound

This paper cites , " * write output.state after.block = add.period write newline.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.133148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96606c61-624b-4d0e-8331-a624f54b9026 · outbound

This paper cites write newline.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.217304Z

Source-reported events for the cited work

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Observation d3a37d28-db00-47d5-8f54-4fd3926b043f · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.900461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 467567bd-6f02-4fdb-bc3b-df1dee974e10 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.438967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b14f8a55-743d-4ee0-acb7-819b710478c3 · outbound

This paper cites Analytic-DPM: an Analytic Estimate of the Optimal Reverse Variance in Diffusion Probabilistic Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Analytic-DPM: an Analytic Estimate of the Optimal Reverse Variance in Diffusion Probabilistic Models

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.520018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c91ab4f5-5f8d-49f7-853f-7fbc2d770a94 · outbound

This paper cites T.; Filimonau, V.; and Sezerel, H.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation T.; Filimonau, V.; and Sezerel, H

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:52:02.884488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dcb7f03e-bf8e-4b1e-83b3-8cd414883e77 · outbound

This paper cites Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Interleaved Scene Graphs for Interleaved Text-and-Image Generation Assessment

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.719785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf7efde-25ea-437e-86d4-0fa0df18c5d3 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.810661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da5c3d04-4564-4c39-afb4-15ddc1d0888a · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.885770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faa91e72-c3b3-467e-ba65-26e99784678e · outbound

This paper cites Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Agent-FLAN: Designing Data and Methods of Effective Agent Tuning for Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:57.967973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c03fce8e-0fea-4e1d-8e96-f84a198111e3 · outbound

This paper cites ELI5: Long Form Question Answering.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation ELI5: Long Form Question Answering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.064115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 572100eb-889d-4650-836c-6032f15332b4 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.156120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 616b911f-e02e-4024-91be-5534d7cf19f0 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.242804Z

Source-reported events for the cited work

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Observation 09b3b646-a010-4f77-a453-2e648898a8c1 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.317099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7eae0fd9-e545-4725-9f34-0e8fd2fc5256 · outbound

This paper cites OpenAI o1 System Card.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation OpenAI o1 System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.411735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 346e2f7d-355e-4902-b41e-afeff6966ae4 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.490185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9a97cae-d2bf-49d5-9ece-d0f944505a62 · outbound

This paper cites u ttler, H.; Lewis, M.; Yih, W.-t.; Rockt \.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation u ttler, H.; Lewis, M.; Yih, W.-t.; Rockt \

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.582325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9be6ecbb-1bfd-4a52-8c86-dd88f9edcb11 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.868009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 03782846-2ff0-4030-84db-e4f9231354b0 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.783466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6973163b-00ad-4aa6-bc5c-1083c9e1d886 · outbound

This paper cites J.; and Li, C.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation J.; and Li, C

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:52:02.851961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a1e24f4-4d32-4e6b-a632-3a1e3806b222 · outbound

This paper cites Visual Agentic Reinforcement Fine-Tuning.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Visual Agentic Reinforcement Fine-Tuning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:58.986937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf54169f-3966-43aa-95db-44fe73531960 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Multi-modal Retrieval Augmented Multi-modal Generation: Datasets, Evaluation Metrics and Strong Baselines

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.051526Z

Source-reported events for the cited work

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Observation 7f2d4f58-ed45-42a5-8180-7b25e43619f3 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation A Survey of Multimodal Retrieval-Augmented Generation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.142513Z

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Observation d465bd9d-077c-4574-970d-11975a6411b1 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.841964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bee83d83-1fdf-4744-a8ea-4f9649ebd7e6 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.831807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 61a90716-8cd3-46a1-b73a-944a5d80bc40 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.459017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4924b283-8d2a-428c-a8be-b5ea6d75fad2 · outbound

This paper cites LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.554523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdc89f25-d642-4d3d-8150-92b184212eaa · outbound

This paper cites FTII-Bench: A Comprehensive Multimodal Benchmark for Flow Text with Image Insertion.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation FTII-Bench: A Comprehensive Multimodal Benchmark for Flow Text with Image Insertion

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:52:02.172865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 28806e4b-3ca9-4bd7-82e0-f5c5a351205e · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.728509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a197448-9943-4fb1-8ebe-951f76a7ac78 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation HybridFlow: A Flexible and Efficient RLHF Framework

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.876133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f600502f-997c-4322-9653-407c2e0d7a1a · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T22:51:59.968260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 564215f0-24f1-4d8b-ae9a-5d280df432bf · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Gemini: A Family of Highly Capable Multimodal Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.071755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 467e1dc4-cee7-4b30-b784-3c6089a9c832 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.146385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14846974-58bb-4205-a8e3-e899a064fda3 · outbound

This paper cites MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation MM-Interleaved: Interleaved Image-Text Generative Modeling via Multi-modal Feature Synchronizer

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.252799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20ccb67d-2680-4046-880c-4dfc0e08e5cf · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.808493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bf6bdab8-5b24-4a69-9e98-363b25af0fbb · outbound

This paper cites VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.547279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e74e463-6935-44ff-b896-b3cfd28d9ef7 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.798169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eb647160-ad73-4e43-ae48-b938b06a9552 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.778630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f167b77c-f0d0-418a-ab97-cdfbd338ad22 · outbound

This paper cites VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.905160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc6b6f67-b604-4400-912f-224baa040300 · outbound

This paper cites BERTScore: Evaluating Text Generation with BERT.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation BERTScore: Evaluating Text Generation with BERT

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:00.999313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 864d56bd-ae0e-4ba8-8b6a-b60e8ff9ab74 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Retrieval-Augmented Generation for AI-Generated Content: A Survey

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:01.107830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 013ad6ff-77eb-4701-a287-560cce633b84 · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-05T22:52:02.526532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8970a8ec-9a02-4dcf-8d6a-83c759210c2c · outbound

This paper cites an unresolved cited work.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:01.353449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 576b3a59-825f-4fce-aa03-24bd15a8a85a · outbound

This paper cites Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:01.416627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d88d211-7d25-4bd4-9218-0753f25b0e33 · outbound

This paper cites MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval.

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation MegaPairs: Massive Data Synthesis For Universal Multimodal Retrieval

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-05T22:52:01.500298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ffa5a0d-2af0-48f4-b036-b2e407ed0633 · outbound

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

M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering

Reference 46

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T22:52:01.849099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation cc3ca0e8-c802-4b2a-9e65-07955cd1081b · inbound

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

Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T06:56:01.645710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f270fd2d-939f-42c6-a40a-8b57046463b7 · inbound

Gen-Searcher: Reinforcing Agentic Search for Image Generation cites this paper.

Gen-Searcher: Reinforcing Agentic Search for Image Generation M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:19:28.145008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64129fbf-6736-4887-a77b-e32840390c34 · inbound

Gen-Searcher: Reinforcing Agentic Search for Image Generation cites this paper.

Gen-Searcher: Reinforcing Agentic Search for Image Generation M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

Reference 6

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VIG-RL: Learning to Search and Insert for Verified Image Grounding cites this paper.

VIG-RL: Learning to Search and Insert for Verified Image Grounding M2IO-R1: An Efficient RL-Enhanced Reasoning Framework for Multimodal Retrieval Augmented Multimodal Generation

Reference 71

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