Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT | Paper Citation Record

Observation 3cd4d0b4-5021-4b0b-b540-c9ce30af7584 · outbound

This paper cites Origins of physical knowledge.Psychological Review, 99(4):605–632, 1992.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Origins of physical knowledge.Psychological Review, 99(4):605–632, 1992

Reference 1

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Observation 13c7ee59-cebb-44aa-b4b2-d3e4e902b873 · outbound

This paper cites Infants’ physical world.Current Directions in Psychological Science, 13(3):89–94, 2004.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Infants’ physical world.Current Directions in Psychological Science, 13(3):89–94, 2004

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:17.919876Z

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Observation 995443c2-dab8-49d0-a6b3-c5c29f4736a0 · outbound

This paper cites A theory of causal learning in children: Causal maps and bayes nets.Psychological Review, 111(1):3–32, 2004.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT A theory of causal learning in children: Causal maps and bayes nets.Psychological Review, 111(1):3–32, 2004

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.059860Z

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Observation a44fd7cb-17b2-4bab-b091-4b6ab85da1e6 · outbound

This paper cites Building machines that learn and think like people.Behavioral and Brain Sciences, 40, 2017.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Building machines that learn and think like people.Behavioral and Brain Sciences, 40, 2017

Reference 4

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Observation 776a1c1e-6dda-4d08-8e04-6c6cb76f62f2 · outbound

This paper cites GPT o3.https://chatgpt.com/?model=o3, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT GPT o3.https://chatgpt.com/?model=o3, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.222324Z

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Observation 33fe6ec1-bae3-45d3-83a0-e8015b2aa7a8 · outbound

This paper cites Hello GPT-4o.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Hello GPT-4o

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.298510Z

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Observation 396f73ce-a2d5-4881-95b4-2ab07a32adcf · outbound

This paper cites Gemini: A family of highly capable multimodal models, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Gemini: A family of highly capable multimodal models, 2024

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.372868Z

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Observation 01b07d1d-4d82-4309-8863-116f46653402 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.458818Z

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Observation 663549a3-a626-4a5a-8f3a-5289fad1bbea · outbound

This paper cites Kimi k1.5: Scaling reinforcement learning with llms, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Kimi k1.5: Scaling reinforcement learning with llms, 2025

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.521583Z

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Observation 3eaaac8c-bd53-4cf9-a801-8daa0779959d · outbound

This paper cites R1-v: Reinforcing super generalization ability in vision-language models with less than $3.https://github.com/Deep-Agent/R1-V, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT R1-v: Reinforcing super generalization ability in vision-language models with less than $3.https://github.com/Deep-Agent/R1-V, 2025

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.576525Z

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Observation 6f2bb7d3-6f3a-4e60-b81b-95b08d2efed1 · outbound

This paper cites Easyr1: An efficient, scalable, multi-modality rl training framework.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Easyr1: An efficient, scalable, multi-modality rl training framework

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.668837Z

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Observation 23031486-063f-4993-8aa9-75308f6d03df · outbound

This paper cites Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.739712Z

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Observation c34fc8e9-6d24-4fa0-a12e-972dcae22fbb · outbound

This paper cites Can we generate images with cot? let’s verify and reinforce image generation step by step, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Can we generate images with cot? let’s verify and reinforce image generation step by step, 2025

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.817836Z

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Observation 03e02f1f-4c35-46fe-ad00-18c1b505ff88 · outbound

This paper cites Imagine while reasoning in space: Multimodal visualization-of-thought, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Imagine while reasoning in space: Multimodal visualization-of-thought, 2025

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.900204Z

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Observation 413a23f5-fecc-46b0-8e56-781aef5a4c35 · outbound

This paper cites Mm-spatial: Exploring 3d spatial understanding in multimodal llms, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mm-spatial: Exploring 3d spatial understanding in multimodal llms, 2025

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:18.968292Z

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Observation f6977751-e323-4e53-9119-d5009e4ec2d1 · outbound

This paper cites Mllm-for3d: Adapting multimodal large language model for 3d reasoning segmentation, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mllm-for3d: Adapting multimodal large language model for 3d reasoning segmentation, 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.034689Z

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Observation 99a5dc0e-e9aa-441d-a29e-a7e888159747 · outbound

This paper cites Mllm-sul: Multimodal large language model for semantic scene understanding and localization in traffic scenarios, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mllm-sul: Multimodal large language model for semantic scene understanding and localization in traffic scenarios, 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.068799Z

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Observation 15f5e482-fba9-4813-8c9b-f432791eeeb3 · outbound

This paper cites The second half.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT The second half

Reference 18

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Observation 0485d055-943c-46a3-a326-8f9d22948a46 · outbound

This paper cites How Far is Video Generation from World Model: A Physical Law Perspective.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT How Far is Video Generation from World Model: A Physical Law Perspective

Reference 19

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Observation 967eb7ff-d878-4022-b98b-1174ccc27284 · outbound

This paper cites Contphy: Continuum physical concept learning and reasoning from videos.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Contphy: Continuum physical concept learning and reasoning from videos

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.278900Z

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Observation ecfa2f21-7a48-4473-b7f1-aefb7dd0253e · outbound

This paper cites Mdk12-bench: A multi-discipline benchmark for evaluating reasoning in multimodal large language models, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mdk12-bench: A multi-discipline benchmark for evaluating reasoning in multimodal large language models, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.363631Z

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Observation 4fba22f8-6f71-4112-887c-6250eface497 · outbound

This paper cites Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.454947Z

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Observation 297d6855-afaa-4ef4-821a-3b05c75a24fc · outbound

This paper cites Vlind-bench: Measuring language priors in large vision-language models, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Vlind-bench: Measuring language priors in large vision-language models, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.547264Z

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Observation cd3064e3-fe71-4bab-b0a8-eada1baeb521 · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.638964Z

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Observation 6b0461fd-5910-4188-ab00-2abd10dca60d · outbound

This paper cites MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?

Reference 25

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Observation 95c3523d-ead9-4f75-98b5-12ad20117606 · outbound

This paper cites MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.820855Z

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Observation c35339db-39e9-442c-84a5-24d7b06a90b9 · outbound

This paper cites PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large Multimodal Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT PhyGrasp: Generalizing Robotic Grasping with Physics-informed Large Multimodal Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:19.942520Z

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Observation e603c6ff-3b77-4693-aa7e-e097e3d5c118 · outbound

This paper cites Evaluating Multiview Object Consistency in Humans and Image Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Evaluating Multiview Object Consistency in Humans and Image Models

Reference 28

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Observation 82cf3d16-46a1-4666-86ca-38edf60f9724 · outbound

This paper cites Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Open Eyes, Then Reason: Fine-grained Visual Mathematical Understanding in MLLMs

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:36:28.351368Z

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Observation 44b7c249-c56e-4905-bf2e-019f1cca6ebd · outbound

This paper cites V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT V-MAGE: A Game Evaluation Framework for Assessing Vision-Centric Capabilities in Multimodal Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.191213Z

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Observation cc6d883d-c664-4434-ba4b-aeca9bc13c0f · outbound

This paper cites VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.262944Z

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Observation e2e65cdc-7675-4ef8-b54b-3b7d1475aaf4 · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.318015Z

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Observation 908e0f4b-ba88-4a97-9a71-89a183d4a691 · outbound

This paper cites CLEVRER: CoLlision Events for Video REpresentation and Reasoning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.404754Z

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Observation b167a712-eb8e-46d2-8573-c78590142f6d · outbound

This paper cites Physion: Evaluating Physical Prediction from Vision in Humans and Machines.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Physion: Evaluating Physical Prediction from Vision in Humans and Machines

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.520292Z

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Observation ae3560fa-e2b2-468a-8aab-1a7ca3bbf029 · outbound

This paper cites NEWTON: Are Large Language Models Capable of Physical Reasoning?.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT NEWTON: Are Large Language Models Capable of Physical Reasoning?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.594399Z

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Observation ab2bb033-976e-482b-8352-b7c889977d56 · outbound

This paper cites Krishnan.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Krishnan

Reference 36

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Observation ecee111c-99a8-4f8e-82a8-7493c4edd222 · outbound

This paper cites SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT SpatialVLM: Endowing Vision-Language Models with Spatial Reasoning Capabilities

Reference 37

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Observation 8774458e-4ede-49ad-bdfb-5ade160e8838 · outbound

This paper cites Benchmarking Sequential Visual Input Reasoning and Prediction in Multimodal Large Language Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Benchmarking Sequential Visual Input Reasoning and Prediction in Multimodal Large Language Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:20.868896Z

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Observation 67a775f1-c542-4221-ae98-dab8d9f561d7 · outbound

This paper cites Physion++: Evaluating Physical Scene Understanding that Requires Online Inference of Different Physical Properties.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Physion++: Evaluating Physical Scene Understanding that Requires Online Inference of Different Physical Properties

Reference 39

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Observation 822f327a-b428-42cd-8f6c-795c96b062b0 · outbound

This paper cites IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.046870Z

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Observation 2b7f97da-6412-476c-a8ab-1630c8cc4cc2 · outbound

This paper cites VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.116573Z

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Observation c463ac39-5abf-407c-a49b-30cfbfc8bd6f · outbound

This paper cites Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.188252Z

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Observation a5964cce-ce42-4bca-9940-f8b194a075a7 · outbound

This paper cites Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.244871Z

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Observation 5c35bf45-4fb4-40b1-8e39-8b6d0e7510ea · outbound

This paper cites PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning

Reference 44

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Observation ad5b2f0c-bb69-4e52-85e7-1ab692f38bba · outbound

This paper cites EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AI.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT EmbodiedScan: A Holistic Multi-Modal 3D Perception Suite Towards Embodied AI

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.373436Z

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Observation 63384adf-d6bd-4088-81a7-c43adc1af628 · outbound

This paper cites Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.417316Z

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Observation a4532fb0-a63d-47eb-bfe9-83c99d75f682 · outbound

This paper cites An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT An Empirical Analysis on Spatial Reasoning Capabilities of Large Multimodal Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.486935Z

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Observation 7c262a1a-3ac7-447e-961c-842df6a37134 · outbound

This paper cites Proximity QA: Unleashing the Power of Multi-Modal Large Language Models for Spatial Proximity Analysis.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Proximity QA: Unleashing the Power of Multi-Modal Large Language Models for Spatial Proximity Analysis

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.555751Z

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Observation 3d74019f-fe34-4f14-a255-a411d2c9ff04 · outbound

This paper cites PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT PhysBench: Benchmarking and Enhancing Vision-Language Models for Physical World Understanding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.624537Z

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Observation 90c1b8a9-7127-4475-8b08-8073d63496b9 · outbound

This paper cites GPT-4 Technical Report.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT GPT-4 Technical Report

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.680691Z

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Observation 46b9bca8-e09f-48f8-8f36-3c31042c8101 · outbound

This paper cites Mixtral of Experts.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Mixtral of Experts

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.723524Z

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Observation ea89ced4-9a2c-4a8a-b32b-ea61316a9c9a · outbound

This paper cites Segment Anything.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Segment Anything

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.790062Z

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Observation 9c6c0ba1-be81-4917-b8b0-dfa1ce47731e · outbound

This paper cites Personalize Segment Anything Model with One Shot.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Personalize Segment Anything Model with One Shot

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.875766Z

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Observation 60c21250-ccb4-4717-a05e-19930cb6a5c7 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Flamingo: a visual language model for few-shot learning

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:21.950051Z

Source-reported events for the cited work

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Observation 260abcfe-bd4f-44d9-826f-6b836f423142 · outbound

This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Instructblip: Towards general-purpose vision-language models with instruction tuning

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.016171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d2a1a43-faca-45d4-8932-d7947869b798 · outbound

This paper cites 3d-llm: Injecting the 3d world into large language models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT 3d-llm: Injecting the 3d world into large language models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.092255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66df359e-d2d6-48f5-b4a9-24bd298106d0 · outbound

This paper cites Pandagpt: One model to instruction- follow them all, 2023.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Pandagpt: One model to instruction- follow them all, 2023

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.160080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1660023d-958b-4890-88a7-2a40bb1ad2aa · outbound

This paper cites VITA: Towards Open-Source Interactive Omni Multimodal LLM.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT VITA: Towards Open-Source Interactive Omni Multimodal LLM

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.224140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69a0ebaa-6384-4a20-844d-d20a6dce74e1 · outbound

This paper cites VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT VITA-1.5: Towards GPT-4o Level Real-Time Vision and Speech Interaction

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.280641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a9541b2-ccdc-4f3a-a939-c42387392cec · outbound

This paper cites Vita-audio: Fast interleaved cross-modal token generation for efficient large speech-language model, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Vita-audio: Fast interleaved cross-modal token generation for efficient large speech-language model, 2025

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.347165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c913f7a9-5fba-4d67-9171-8d4f16a12530 · outbound

This paper cites Video-llama: An instruction-tuned audio-visual language model for video understanding.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Video-llama: An instruction-tuned audio-visual language model for video understanding

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.411001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a2e4ae-da02-4a79-a055-26a160efb31b · outbound

This paper cites Spacevllm: Endowing multimodal large language model with spatio-temporal video grounding capability, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Spacevllm: Endowing multimodal large language model with spatio-temporal video grounding capability, 2025

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.455709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c38a4c4e-a0af-437b-87f9-6d37036f53d4 · outbound

This paper cites LLaMA-adapter: Efficient fine-tuning of large language models with zero-initialized attention.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT LLaMA-adapter: Efficient fine-tuning of large language models with zero-initialized attention

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.458775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5039bd49-cdd8-4f8f-acd0-96f3f80d5ec1 · outbound

This paper cites Visual instruction tuning, 2023.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Visual instruction tuning, 2023

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.500101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0910820-c1db-4199-8789-e26c10fe9133 · outbound

This paper cites Improved baselines with visual instruction tuning, 2023.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Improved baselines with visual instruction tuning, 2023

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.652265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec98eba8-2dbb-41a3-9766-8566ca7da7d6 · outbound

This paper cites Llava-next: Improved reasoning, ocr, and world knowledge, January 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Llava-next: Improved reasoning, ocr, and world knowledge, January 2024

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.725970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f454c4e6-b036-4bd8-841f-70ce1d281766 · outbound

This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.768465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 799b57d4-03be-4d41-97ff-ac0b46c843a6 · outbound

This paper cites MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MiniGPT-v2: large language model as a unified interface for vision-language multi-task learning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.815837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df89751e-4604-4235-91ea-81e75435bd92 · outbound

This paper cites Learning transferable visual models from natural language supervision, 2021.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Learning transferable visual models from natural language supervision, 2021

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:22.899311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 063ee0c4-8367-4705-b771-9415224150c9 · outbound

This paper cites mplug-owl3: Towards long image-sequence understanding in multi-modal large language models, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT mplug-owl3: Towards long image-sequence understanding in multi-modal large language models, 2024

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.010251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0829e115-4579-4cab-b61f-6d19f0feaf4d · outbound

This paper cites Qwen2.5-VL Technical Report.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Qwen2.5-VL Technical Report

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.072424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a499321-9580-4479-a01d-f51d21fdf84b · outbound

This paper cites Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Deepseek-vl2: Mixture-of-experts vision-language models for advanced multimodal understanding, 2024

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.154071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc6cd84c-e397-4d50-8e6a-f4c4ad5091a6 · outbound

This paper cites Kimi-vl technical report, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Kimi-vl technical report, 2025

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.217279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c45492da-7ca0-454f-b188-c47c75f7fe41 · outbound

This paper cites Seed1.5-vl technical report, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Seed1.5-vl technical report, 2025

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.280415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7cc228e6-1605-4f62-abf4-ecd5acaa5b31 · outbound

This paper cites Skywork r1v2: Multimodal hybrid reinforcement learning for reasoning, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Skywork r1v2: Multimodal hybrid reinforcement learning for reasoning, 2025

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.402170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89ccdf80-22eb-491d-8121-9d1f4642d94a · outbound

This paper cites PhysGame: Uncovering Physical Commonsense Violations in Gameplay Videos.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT PhysGame: Uncovering Physical Commonsense Violations in Gameplay Videos

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.575813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0d84298-b701-490d-9004-cafeff56dfbc · outbound

This paper cites Embspatial-bench: Benchmarking spatial understanding for embodied tasks with large vision-language models, 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Embspatial-bench: Benchmarking spatial understanding for embodied tasks with large vision-language models, 2024

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.749834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e312f6-0e91-4162-ad4c-8b73e58f1836 · outbound

This paper cites LLaV A-onevision: Easy visual task transfer.Transactions on Machine Learning Research, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT LLaV A-onevision: Easy visual task transfer.Transactions on Machine Learning Research, 2025

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:34.765235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e654eca7-a0bb-4e73-b503-0d0c8e84f0dd · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:23.942050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24f747fc-509d-416c-80e3-8e1d9704fa43 · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.031956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d77043-991d-4814-96cc-777a89c0029a · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.114630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5287267f-c1fb-4c71-bd5f-a630bed012fa · outbound

This paper cites QVQ: To See the World with Wisdom, December 2024.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT QVQ: To See the World with Wisdom, December 2024

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:34.558651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51437547-c18b-432c-bb4a-c2b70deba3b6 · outbound

This paper cites Claude 3.7 sonnet.https://claude.ai/new, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Claude 3.7 sonnet.https://claude.ai/new, 2025

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:34.368817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4d2394ab-553a-4aac-93ea-025791a148fd · outbound

This paper cites Grok 3.https://grok.com, 2025.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Grok 3.https://grok.com, 2025

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:34.160168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ea1e89af-7f03-487e-85f2-927165fd8616 · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.505754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f62abb-79ea-4f38-a606-848e71f52a4a · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.617986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab57297-c8b5-4a3c-8834-853a5d28a0ae · outbound

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

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T12:36:24.686510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61e06049-98a8-406e-8436-d662c5ea8d02 · outbound

This paper cites Lighthouse Laboratory.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Lighthouse Laboratory

Reference 88

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T12:36:33.993893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6eeef0b3-d4b8-4833-a11e-7b52f54d542e · outbound

This paper cites How to accelerate the separation of B peels?.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT How to accelerate the separation of B peels?

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:33.827548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 27d068b8-2425-4329-a5b6-587f40f4b301 · outbound

This paper cites Match": Aligns with ground truth -.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Match": Aligns with ground truth -

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:33.349581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1cff303-65e1-4032-8fb2-3e94366bda11 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:33.161374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 46994528-e7f1-4df4-9cc5-0f478736c365 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:32.975801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4bd75fcd-905f-471e-9ccb-710fa60f1e58 · outbound

This paper cites step_type.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT step_type

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:32.788316Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c66b620a-fc0a-4b2c-b5e3-ac3a7dec9427 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:32.636472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 922b58cc-43e4-4bd1-8e6d-61ed70f34379 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 97

Resolution: parse uncertain; raw_fallback, observed 2026-08-07T12:36:32.446079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bd4f9cf0-0f23-4be6-8ff7-5ebbe941f9fe · outbound

This paper cites step_index.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT step_index

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:36:32.256146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f6e2c853-6c79-4e77-b795-20ce8555daf2 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:32.013586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdad26ad-30d8-437d-8bc8-bb1be0eca3bd · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 100

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:31.807240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2d06af11-b0a8-43e7-abe8-135072fcb745 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 101

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:31.634903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 157d4246-ebd0-4774-a782-365a36baeb31 · outbound

This paper cites an unresolved cited work.

Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT Unresolved cited work

Reference 102

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:36:31.403584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers