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Fixed-point flows enable a leap in performance for language models, outperforming state-of-the-art methods in one- and few-step generation tasks.
Achieving high-fidelity language generation with 32x fewer function evaluations could revolutionize real-time applications of language models.
Flux Matching reveals reaction pathways and enhances sampling efficiency without needing prior knowledge of system dynamics.
Forget slow, multi-step diffusion: this work achieves state-of-the-art text generation quality with a *single* denoising step using flow-based language models.
