MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models | Paper Citation Record

Observation 38f6022c-3e77-4d45-b575-8e1ee440fa5a · outbound

This paper cites Gpt-4 technical report.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Gpt-4 technical report

Reference 1

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Observation dfc13025-eb1c-4a87-88b3-7fc3ede17fa9 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 2

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Observation 7d024f42-d35d-4b7d-92ee-16babd56faaf · outbound

This paper cites Ecm: A unified electronic circuit model for explaining the emergence of in-context learning and chain-of-thought in large language model.arXiv preprint arXiv:2502.03325, 2025.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Ecm: A unified electronic circuit model for explaining the emergence of in-context learning and chain-of-thought in large language model.arXiv preprint arXiv:2502.03325, 2025

Reference 3

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Observation 13f70436-3fe5-434d-90c7-e59b42e12ad9 · outbound

This paper cites Un- locking the capabilities of thought: A reasoning boundary framework to quantify and optimize chain-of-thought.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Un- locking the capabilities of thought: A reasoning boundary framework to quantify and optimize chain-of-thought

Reference 4

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Observation 7d3e216e-b486-4320-a1fe-67023c648907 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models M 3 cot: A novel benchmark for multi-domain multi-step multi-modal chain-of- thought

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.493455Z

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Observation 4a376083-56d5-406a-b71c-5c2c975fcac7 · outbound

This paper cites Egoplan-bench: Benchmarking egocentric embodied planning with multimodal large language models.CoRR, 2023.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Egoplan-bench: Benchmarking egocentric embodied planning with multimodal large language models.CoRR, 2023

Reference 6

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Observation 03ca3a9d-8cff-4683-9d69-15435d998f64 · outbound

This paper cites Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Internvl: Scaling up vision foundation models and aligning for generic visual-linguistic tasks

Reference 7

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This paper cites Visual thoughts: A unified perspective of understanding multimodal chain-of-thought.arXiv preprint arXiv:2505.15510, 2025.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Visual thoughts: A unified perspective of understanding multimodal chain-of-thought.arXiv preprint arXiv:2505.15510, 2025

Reference 8

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This paper cites Comt: A novel benchmark for chain of multi-modal thought on large vision-language models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Comt: A novel benchmark for chain of multi-modal thought on large vision-language models

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.451184Z

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Observation c27c78a9-7cd2-4fe4-9320-b1a8af5c589a · outbound

This paper cites A Survey on In-context Learning.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models A Survey on In-context Learning

Reference 10

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Observation 5d2493a2-9ab8-4f45-b2f6-a97da016bfb0 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Vlmevalkit: An open- source toolkit for evaluating large multi-modality models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.438119Z

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Observation ef8c7bb5-9147-4a2e-8615-507acd7add9b · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 12

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Observation e9cfd071-65c8-4457-a939-78342128c09f · outbound

This paper cites Mllm-compbench: A compara- tive reasoning benchmark for multimodal llms.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Mllm-compbench: A compara- tive reasoning benchmark for multimodal llms

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.423840Z

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This paper cites VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks

Reference 14

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Observation 88aabee3-7b5a-49bd-a6d3-f42ca4afb14d · outbound

This paper cites Tree search for language model agents, 2024.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Tree search for language model agents, 2024

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.410865Z

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Observation b3647e32-7be7-471a-a0b0-f4b92f9b4980 · outbound

This paper cites Large language models are zero-shot reasoners, 2022.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Large language models are zero-shot reasoners, 2022

Reference 16

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Observation 07d3ce67-45a7-4c52-8f9e-b251c317ace6 · outbound

This paper cites Llava-onevision: Easy visual task transfer, 2024.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Llava-onevision: Easy visual task transfer, 2024

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Observation f00ebf18-11f2-4a6c-95a1-5e526fe0e5a2 · outbound

This paper cites Seed-bench: Benchmarking multimodal large language models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Seed-bench: Benchmarking multimodal large language models

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Observation f2526b6e-39a8-41ed-b38b-492360bdee11 · outbound

This paper cites Behavior-1k: A benchmark for embodied ai with 1,000 everyday activities and realistic simulation.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Behavior-1k: A benchmark for embodied ai with 1,000 everyday activities and realistic simulation

Reference 19

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Observation 20607dfc-846e-443e-8f8b-8454ead93101 · outbound

This paper cites Ferret-ui 2: Mastering universal user interface understanding across platforms, 2024.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Ferret-ui 2: Mastering universal user interface understanding across platforms, 2024

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.357032Z

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Observation 80832cb4-1839-4aab-a06d-2149fd8c6fc6 · outbound

This paper cites RoboMP$^2$: A Robotic Multimodal Perception-Planning Framework with Multimodal Large Language Models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models RoboMP$^2$: A Robotic Multimodal Perception-Planning Framework with Multimodal Large Language Models

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Observation b2cb7bce-9da2-403c-a023-6a9b43a115c2 · outbound

This paper cites JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation

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Observation 2d7c84d5-0e23-4ef3-90af-b17f03632481 · outbound

This paper cites m & m’s: A benchmark to evaluate tool-use for m ulti-step m ulti-modal tasks.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models m & m’s: A benchmark to evaluate tool-use for m ulti-step m ulti-modal tasks

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.342611Z

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Observation e18d92fa-a9c9-4f16-9239-96f48aad6669 · outbound

This paper cites Perception test: A diagnostic benchmark for multimodal video models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Perception test: A diagnostic benchmark for multimodal video models

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Observation 3b11e0bc-ef44-4a5c-b56b-fb42a421b34a · outbound

This paper cites What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models What Factors Affect Multi-Modal In-Context Learning? An In-Depth Exploration

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Observation e1663673-4322-4823-b7ba-ef621e7f5a66 · outbound

This paper cites Mementos: System support for long-running computation on rfid-scale devices.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Mementos: System support for long-running computation on rfid-scale devices

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Observation fdb76c80-db26-41c4-824f-56969aaf932b · outbound

This paper cites Alfred: A benchmark for interpreting grounded instructions for everyday tasks.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Alfred: A benchmark for interpreting grounded instructions for everyday tasks

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Observation 4300e1d5-9a33-4489-a7f5-b3b29cf42ef6 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Gemini: A Family of Highly Capable Multimodal Models

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Observation d6e7aed5-07cf-4a4c-988a-d32486c2c349 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Qvq: To see the world with wisdom, 2024

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Observation 415ebad2-08aa-44e8-8832-4fc3bfd011b0 · outbound

This paper cites Planbench: An extensible benchmark for evaluating large language models on planning and reasoning about change, 2023.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Planbench: An extensible benchmark for evaluating large language models on planning and reasoning about change, 2023

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Observation 175ce598-3c26-41fd-a595-99bdebe0ef8d · outbound

This paper cites Xlrs-bench: Could your multimodal llms understand extremely large ultra-high-resolution remote sensing imagery?, 2025.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Xlrs-bench: Could your multimodal llms understand extremely large ultra-high-resolution remote sensing imagery?, 2025

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.264906Z

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Observation 64d6f275-87ee-4f1c-944e-b2e104f60ad3 · outbound

This paper cites Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models

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Observation a43f15a6-d6dd-4aec-9a8f-94076181df54 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

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Observation e25a1a96-ca37-46a9-a969-d45c7963374c · outbound

This paper cites S3 agent: Unlocking the power of vllm for zero-shot multi-modal sarcasm detection.ACM Transactions on Multimedia Computing, Communications and Applications, 2024.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models S3 agent: Unlocking the power of vllm for zero-shot multi-modal sarcasm detection.ACM Transactions on Multimedia Computing, Communications and Applications, 2024

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Observation 31d4ee66-0bea-495b-95af-e3346d405260 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Chain-of-thought prompting elicits reasoning in large language models

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Observation e098dcdc-292b-4deb-9cea-d21e07d50b92 · outbound

This paper cites Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation

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Observation 8dad09c2-d8f5-4d26-a6bf-c430b5b79682 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding

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Observation 40164780-a8fd-448a-b20b-6e7c10104746 · outbound

This paper cites LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models LogicVista: Multimodal LLM Logical Reasoning Benchmark in Visual Contexts

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Observation 9fbe474f-7f41-4e34-8c20-c37f16660a2e · outbound

This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real computer envi- ronments.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Osworld: Benchmarking multimodal agents for open-ended tasks in real computer envi- ronments

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.222379Z

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Observation 85312a74-d55f-422f-afab-0aded02c8247 · outbound

This paper cites Mm-react: Prompt- ing chatgpt for multimodal reasoning and action, 2023.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Mm-react: Prompt- ing chatgpt for multimodal reasoning and action, 2023

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.208589Z

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Observation 26a3a3dc-d9ba-4060-ba7c-8bd3e211a70c · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI

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Observation bb719f0c-e043-4363-9b71-a54dc0b829d1 · outbound

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.194795Z

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Observation df3b235e-10dd-4c5d-a6ab-30a1188db3d8 · outbound

This paper cites Open3dvqa: A benchmark for comprehensive spatial reasoning with multimodal large language model in open space, 2025.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Open3dvqa: A benchmark for comprehensive spatial reasoning with multimodal large language model in open space, 2025

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.180213Z

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Observation 54c936e4-ef99-4a58-a577-45b9aa36009a · outbound

This paper cites Le, Ed H.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models Le, Ed H

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T10:53:21.167018Z

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Observation bb16c00f-dbbe-4255-910c-68e64810b32f · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models WebArena: A Realistic Web Environment for Building Autonomous Agents

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