Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models (Jan 2026) скачать в хорошем качестве

Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models (Jan 2026)

Title: Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models (Jan 2026) Link: http://arxiv.org/abs/2601.19834v1 Date: January 2026 Summary: This paper investigates the role of visual generation in multimodal reasoning, proposing the "visual superiority hypothesis": that visual generation serves as a superior world model for physical and spatial tasks compared to purely verbal models. The authors formalize internal world modeling within Chain-of-Thought (CoT) reasoning and introduce a new evaluation suite, VisWorld-Eval. Empirical results demonstrate that interleaved visual-verbal CoT significantly outperforms verbal CoT on tasks requiring visual simulation (like paper folding), while offering little advantage on tasks solvable with implicit coordinate tracking. Key Topics: Multimodal World Models Visual Generation Chain-of-Thought Reasoning Visual Superiority Hypothesis VisWorld-Eval Unified Multimodal Models Spatial Intelligence Chapters: 00:00 - Introduction to Visual Generation 01:35 - Text vs. Spatial Intelligence 03:09 - Defining Multimodal World Models 05:15 - Visual Superiority Hypothesis 07:10 - Benchmark and Methodology 08:14 - Visual Simulation Successes 10:33 - The Grid World Anomaly 12:53 - Reinforcement Learning Results 14:22 - Implications for Embodied AI Stock video credits: Silviu Din - https://www.pexels.com/@silviu-din-16... Google DeepMind - https://www.pexels.com/@googledeepmind Pressmaster - https://www.pexels.com/@pressmaster Oleg Gamulinskii - https://www.pexels.com/@oleg-gamulins... Nino Souza - https://www.pexels.com/@ninosouza Mikhail Nilov - https://www.pexels.com/@mikhail-nilov Adis Resic - https://www.pexels.com/@adis-resic-29... Ketut Subiyanto - https://www.pexels.com/@ketut-subiyanto MART PRODUCTION - https://www.pexels.com/@mart-production StefWithAnF - https://www.pexels.com/@stefwithanf-1... Bedrijfsfilmspecialist.nl - https://www.pexels.com/@bedrijfsfilms... Max Fischer - https://www.pexels.com/@max-fischer Dan Cristian Pădureț - https://www.pexels.com/@paduret fauxels - https://www.pexels.com/@fauxels Soumya - https://www.pexels.com/@soumya-1446957 cottonbro studio - https://www.pexels.com/@cottonbro Colin Jones - https://www.pexels.com/@larchmedia Magda Ehlers - https://www.pexels.com/@magda-ehlers-... Tima Miroshnichenko - https://www.pexels.com/@tima-miroshni... Anthony 🙂 - https://www.pexels.com/@inspiredimages Ron Lach - https://www.pexels.com/@ron-lach Anete Lusina - https://www.pexels.com/@anete-lusina olia danilevich - https://www.pexels.com/@olia-danilevich Pavel Danilyuk - https://www.pexels.com/@pavel-danilyuk Darli Donizete - https://www.pexels.com/@darlidonizete Kindel Media - https://www.pexels.com/@kindelmedia Pixabay - https://www.pexels.com/@pixabay Colors Motion Graphics - https://www.pexels.com/@colors-motion... José Alfredo Munguía Lira - https://www.pexels.com/@rectorretro crazy motions - https://www.pexels.com/@crazy-motions...