Chengzu
@chengzu-li.bsky.social
PhD student at Language Technology Lab, University of Cambridge
🔗 MVoT + CoT: New Ceiling for Reasoning
MVoT doesn’t replace CoT—it elevates it. By combining MVoT and CoT, the synergy of multimodal reasoning and verbal reasoning unlocks the performance upper bound, proving that two reasoning paradigms are potentially better than one!
MVoT doesn’t replace CoT—it elevates it. By combining MVoT and CoT, the synergy of multimodal reasoning and verbal reasoning unlocks the performance upper bound, proving that two reasoning paradigms are potentially better than one!
January 14, 2025 at 2:50 PM
🔗 MVoT + CoT: New Ceiling for Reasoning
MVoT doesn’t replace CoT—it elevates it. By combining MVoT and CoT, the synergy of multimodal reasoning and verbal reasoning unlocks the performance upper bound, proving that two reasoning paradigms are potentially better than one!
MVoT doesn’t replace CoT—it elevates it. By combining MVoT and CoT, the synergy of multimodal reasoning and verbal reasoning unlocks the performance upper bound, proving that two reasoning paradigms are potentially better than one!
🎨 Revolutionizing Visual Reasoning with Token Discrepancy Loss
Messy visuals? Not anymore. Our token discrepancy loss ensures that MVoT generates accurate, meaningful visualizations with less redundancy.
Result? Better images, clearer reasoning, stronger performance.
Messy visuals? Not anymore. Our token discrepancy loss ensures that MVoT generates accurate, meaningful visualizations with less redundancy.
Result? Better images, clearer reasoning, stronger performance.
January 14, 2025 at 2:50 PM
🎨 Revolutionizing Visual Reasoning with Token Discrepancy Loss
Messy visuals? Not anymore. Our token discrepancy loss ensures that MVoT generates accurate, meaningful visualizations with less redundancy.
Result? Better images, clearer reasoning, stronger performance.
Messy visuals? Not anymore. Our token discrepancy loss ensures that MVoT generates accurate, meaningful visualizations with less redundancy.
Result? Better images, clearer reasoning, stronger performance.
🎯 Performance Boosts with MVoT
MVoT isn’t just new—it’s better.
🔥 Better and more stable performance than CoT, particularly in complex scenarios like FrozenLake.
🌟 Plug-and-play power: Supercharges models like GPT-4o for unprecedented versatility.
MVoT isn’t just new—it’s better.
🔥 Better and more stable performance than CoT, particularly in complex scenarios like FrozenLake.
🌟 Plug-and-play power: Supercharges models like GPT-4o for unprecedented versatility.
January 14, 2025 at 2:50 PM
🎯 Performance Boosts with MVoT
MVoT isn’t just new—it’s better.
🔥 Better and more stable performance than CoT, particularly in complex scenarios like FrozenLake.
🌟 Plug-and-play power: Supercharges models like GPT-4o for unprecedented versatility.
MVoT isn’t just new—it’s better.
🔥 Better and more stable performance than CoT, particularly in complex scenarios like FrozenLake.
🌟 Plug-and-play power: Supercharges models like GPT-4o for unprecedented versatility.
🧠MVoT
MVoT moves beyond Chain-of-Thought (CoT) to enable AI to imagine what it thinks with generated visual images. By blending verbal and visual reasoning, MVoT makes tackling complex problems more intuitive, interpretable, and powerful.
MVoT moves beyond Chain-of-Thought (CoT) to enable AI to imagine what it thinks with generated visual images. By blending verbal and visual reasoning, MVoT makes tackling complex problems more intuitive, interpretable, and powerful.
January 14, 2025 at 2:50 PM
🧠MVoT
MVoT moves beyond Chain-of-Thought (CoT) to enable AI to imagine what it thinks with generated visual images. By blending verbal and visual reasoning, MVoT makes tackling complex problems more intuitive, interpretable, and powerful.
MVoT moves beyond Chain-of-Thought (CoT) to enable AI to imagine what it thinks with generated visual images. By blending verbal and visual reasoning, MVoT makes tackling complex problems more intuitive, interpretable, and powerful.
Forget just thinking in words.
🔔Our New Preprint:
🚀 New Era of Multimodal Reasoning🚨
🔍 Imagine While Reasoning in Space with MVoT
Multimodal Visualization-of-Thought (MVoT) revolutionizes reasoning by generating visual "thoughts" that transform how AI thinks, reasons, and explains itself.
🔔Our New Preprint:
🚀 New Era of Multimodal Reasoning🚨
🔍 Imagine While Reasoning in Space with MVoT
Multimodal Visualization-of-Thought (MVoT) revolutionizes reasoning by generating visual "thoughts" that transform how AI thinks, reasons, and explains itself.
January 14, 2025 at 2:50 PM
Forget just thinking in words.
🔔Our New Preprint:
🚀 New Era of Multimodal Reasoning🚨
🔍 Imagine While Reasoning in Space with MVoT
Multimodal Visualization-of-Thought (MVoT) revolutionizes reasoning by generating visual "thoughts" that transform how AI thinks, reasons, and explains itself.
🔔Our New Preprint:
🚀 New Era of Multimodal Reasoning🚨
🔍 Imagine While Reasoning in Space with MVoT
Multimodal Visualization-of-Thought (MVoT) revolutionizes reasoning by generating visual "thoughts" that transform how AI thinks, reasons, and explains itself.