Paper Citation Record · LEDGER

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI

As of 16 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 3 inbound Pith citation observations for arXiv:2506.23563.

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

pith.paper-citation-record.v1
2506.23563 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:41:41.103071Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:07:45.693853Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T15:04:22.765546Z

Reference resolution

51 of 51 outbound references displayed

verified exact1
verified fuzzy12
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation be9ea60a-6bb1-447f-9f50-bc46dd5b167e · outbound

This paper cites Vqa: Visual question answering.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Vqa: Visual question answering

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:36.964984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de0012f4-cfd3-446e-bb25-da7f0447338f · outbound

This paper cites Qwen2.5-VL Technical Report.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.018974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f03e35c7-15c6-4412-a186-6ba364de3669 · outbound

This paper cites Are We on the Right Way for Evaluating Large Vision-Language Models?.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Are We on the Right Way for Evaluating Large Vision-Language Models?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.060542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36ffbdb7-f622-4f64-8ec5-c54f06370650 · outbound

This paper cites R1-v: Reinforcing super generalization ability in vision- language models with less than $3.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI R1-v: Reinforcing super generalization ability in vision- language models with less than $3

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.107652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7730835c-196e-46e4-8e49-79513dffde51 · outbound

This paper cites M 3cot: A novel benchmark for multi- domain multi-step multi-modal chain-of-thought.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI M 3cot: A novel benchmark for multi- domain multi-step multi-modal chain-of-thought

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:44.435523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2c7e9642-a714-4ae7-96d4-65bf223d4959 · outbound

This paper cites Vlmevalkit: An open-source toolkit for evaluating large multi-modality models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Vlmevalkit: An open-source toolkit for evaluating large multi-modality models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.266368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a59ed741-d1c7-4846-9d49-55986827a34e · outbound

This paper cites The Llama 3 Herd of Models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI The Llama 3 Herd of Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.363908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ebdc35f-8e27-473e-997c-4698bd2eadc0 · outbound

This paper cites Mme: A compre- hensive evaluation benchmark for multimodal large language models, 2024.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mme: A compre- hensive evaluation benchmark for multimodal large language models, 2024

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:44.182233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 93ab7eea-85ef-4eb5-9497-ead8a6c49b62 · outbound

This paper cites Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Hallusionbench: an advanced diagnos- tic suite for entangled language hallucination and visual il- lusion in large vision-language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:43.956530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a9715380-7d87-4d83-986f-97ae974160d1 · outbound

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

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.543852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77e758fd-1c0b-4b84-ad84-7a408c596d97 · outbound

This paper cites OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.636240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb28a5cd-421c-445f-9007-ff80bac185c9 · outbound

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

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.734988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b0541e0-2129-48eb-9b5d-c0aaf865050a · outbound

This paper cites Gqa: A new dataset for real-world visual reasoning and compositional question answering.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Gqa: A new dataset for real-world visual reasoning and compositional question answering

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.820286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a995200-d266-4af7-b4d1-4c749bb2f0a5 · outbound

This paper cites GPT-4o System Card.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI GPT-4o System Card

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.882424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1e9aacb-9249-43fa-a880-9ded340d290c · outbound

This paper cites OpenAI o1 System Card.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI OpenAI o1 System Card

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:37.947664Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d2fc3ba-87a4-408e-b6d2-28629dc2b5da · outbound

This paper cites MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.034436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce92bb88-2148-40fe-9df0-df9730d36ce9 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI LLaVA-OneVision: Easy Visual Task Transfer

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.107966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e47b29ba-02f9-44ef-b388-744b0b1acbe1 · outbound

This paper cites Evaluating Object Hallucination in Large Vision-Language Models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Evaluating Object Hallucination in Large Vision-Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.218393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29fc1abd-5a76-480e-a5ca-aa060e71d691 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.323087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc37b8db-903b-4034-bbb2-e83c62082ef2 · outbound

This paper cites DeepSeek-V3 Technical Report.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI DeepSeek-V3 Technical Report

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.393410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c142dbff-ded5-415c-9b20-b7d4a1992ca8 · outbound

This paper cites X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI X-Reasoner: Towards Generalizable Reasoning Across Modalities and Domains

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:41:41.520575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0000f601-0756-4c2f-8a0f-7a2471a0e18f · outbound

This paper cites Mmbench: Is your multi-modal model an all-around player? In European conference on computer vi- sion, pages 216–233.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mmbench: Is your multi-modal model an all-around player? In European conference on computer vi- sion, pages 216–233

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:43.690894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0e6e344c-68b5-455a-9592-b135010773f9 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.579018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf81a703-ce5f-46bb-910c-e78427fd777b · outbound

This paper cites ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.631494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5144df1c-c94b-4336-8a75-5c547156bb85 · outbound

This paper cites Visual cot: Advancing multi-modal language models with a com- prehensive dataset and benchmark for chain-of-thought rea- soning.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Visual cot: Advancing multi-modal language models with a com- prehensive dataset and benchmark for chain-of-thought rea- soning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:43.452752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0f2f5a40-523a-4187-a9dd-eff88897d922 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:38.843269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f337445-6d0b-4852-9546-0e8596ac8d34 · outbound

This paper cites Claude 3.7 sonnet, 2025.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Claude 3.7 sonnet, 2025

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:43.186623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 38f60056-f59a-4e94-941d-da25dc558f65 · outbound

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

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:39.038546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 864c0936-66c9-4841-a69e-43aa9db98b84 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:39.192570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33880566-25cf-42b6-8ffc-4764fa08ec7b · outbound

This paper cites Qvq: To see the world with wisdom, 2024.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Qvq: To see the world with wisdom, 2024

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:42.896929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b36a3b7a-3683-4148-9a7a-dd9fd47ab33c · outbound

This paper cites Qwq: Reflect deeply on the boundaries of the unknown, 2024.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Qwq: Reflect deeply on the boundaries of the unknown, 2024

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:42.657113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 944a66d3-3182-42f5-bbbd-ff2df9985f9f · outbound

This paper cites Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:39.658744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc1e6874-59e1-4d60-ac44-28e7c5356027 · outbound

This paper cites Open-r1-video.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Open-r1-video

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:42.440908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d176d38e-f478-4a60-859b-b22c4b999294 · outbound

This paper cites VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:39.855190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d763cf7c-4589-4b5c-be57-5cf424486580 · outbound

This paper cites Charxiv: Charting gaps in realistic chart understanding in multimodal llms.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Charxiv: Charting gaps in realistic chart understanding in multimodal llms

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:42.215107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1e22d933-8446-44f4-b425-e1ea0b1ed865 · outbound

This paper cites Boosting mul- timodal reasoning with mcts-automated structured thinking.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Boosting mul- timodal reasoning with mcts-automated structured thinking

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:39.982779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47746207-6c7c-4ee6-8b2c-07e227d36c45 · outbound

This paper cites DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.067346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58b2ef09-753d-40cc-9c41-ae15c01fabd7 · outbound

This paper cites Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.126753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea48561d-de45-475c-a596-68d921cd0686 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.221780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fec71ebb-790b-405a-aa09-33befdc3f34a · outbound

This paper cites Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.304579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aacdaa0-ba2e-4fb9-901f-e0efd17ce28d · outbound

This paper cites R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI R1-ShareVL: Incentivizing Reasoning Capability of Multimodal Large Language Models via Share-GRPO

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.361835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3559689b-0da9-42f6-94d4-496b6fe9deb6 · outbound

This paper cites MiniCPM-V: A GPT-4V Level MLLM on Your Phone.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MiniCPM-V: A GPT-4V Level MLLM on Your Phone

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.429654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ea9b439-fd49-40a5-9db9-5e1f2a8f0b91 · outbound

This paper cites MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.493129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf7dae34-fce7-45c6-bffe-2d2f5dfb778b · outbound

This paper cites MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MM-Vet: Evaluating Large Multimodal Models for Integrated Capabilities

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.565270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19eed217-3bfb-42ce-86d9-feddd144e924 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for ex- pert agi.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for ex- pert agi

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:42.066729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4d8d3328-49e0-4ce5-b281-1c03ffe00383 · outbound

This paper cites MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.702164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe7fe619-ec37-48b2-b76d-529d226dc326 · outbound

This paper cites MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.775733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee42f373-7c73-4b4d-b7db-39c4af95d126 · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:40.883389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fcd04ec-7e36-4357-9dbc-10dbab8f295e · outbound

This paper cites Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169–186.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Mathverse: Does your multi-modal llm truly see the diagrams in visual math problems? In European Conference on Computer Vision, pages 169–186

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:41:41.899167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9ca8fd4c-e733-4ed2-ab5d-dc3e9595b0a2 · outbound

This paper cites Improve Vision Language Model Chain-of-thought Reasoning.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI Improve Vision Language Model Chain-of-thought Reasoning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:41.040789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68b418f4-f233-4f31-b187-9a27584609bf · outbound

This paper cites DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models.

MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-06T21:41:41.103071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 41cb0031-bb58-4119-abee-969cf25cdbb7 · inbound

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization cites this paper.

R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-16T15:04:22.768219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 54e58cba-4bf8-433d-a37c-d4188b30aaea · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI

Reference 224

Resolution: unresolved; no resolver link, observed 2026-08-04T16:07:45.693853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c7ca8d1-37a3-4a88-9c36-c51ee1825ca8 · inbound

OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model cites this paper.

OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model MMReason: An Open-Ended Multi-Modal Multi-Step Reasoning Benchmark for MLLMs Toward AGI

Reference 66

Resolution: verified exact; arxiv_id, observed 2026-05-11T13:46:03.540546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.