Unverified50% confidenceFactExact time
Lookahead Decoding is based on the parallel decoding idea of Jacobi iteration, reformulating autoregressive sequence generation as the problem of solving a system of nonlinear equations.
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50%
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Long-term
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9/11/2026
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UnverifiedConstrained Decoding computes the set of valid tokens at each token step of autoregressive generation based on a finite state machine or context-free grammar and renormalizes the probabilities, mathematically guaranteeing that the output conforms to the target schema.64% similarUnverifiedThe open-source libraries Outlines and Guidance adopt constrained decoding technology, directly intervening in token sampling during inference.63% similarUnverifiedCollapse训练借鉴CBOW完形填空思路,读取名词token前后各5个token的上下文,用余弦相似度直接与井比较预测,无需独立解码器61% similarUnverifiedBi-Encoder将问题和文档分别独立编码成向量再计算相似度,Cross-Encoder将问题和候选文档拼接后一起输入模型通过注意力机制充分交互61% similar
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