Unverified50% confidencePredictionExact time
FlowAlign is expected in the future to extend to more modalities and more complex downstream tasks, such as multimodal generation and cross-modal reasoning.
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50%
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Long-term
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11/9/2026
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UnverifiedThe scalability of flow models to long contexts and complex reasoning tasks is a direction to explore in the future.77% similarUnverifiedIn the future, this method is expected to be extended to more complex topological descriptors and higher-dimensional persistent homology.77% similarUnverifiedMultimodal models are moving from "understanding multiple inputs" toward "producing multiple formats," and dynamic content generation is the next natural direction of extension.69% similarUnverifiedBoth Flow Reasoning Models and Thinking with Looped Flows explored flow-based reasoning methods, including extreme Sudoku.68% similarUnverifiedFlowTranslator still currently depends on the accuracy of OCR and LLMs, and future work needs to improve robustness in complex scenes.68% similar
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