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Data Party THU
Data Party THU
Aug 10, 2025 · Artificial Intelligence

Can LLMs Predict Multiple Tokens at Once? A Deep Dive into Multi‑Token Generation

This article evaluates whether autoregressive large language models can generate several tokens in a single inference step, describing a mask‑based multi‑token prediction framework, gated LoRA adaptation, experimental results on Tulu‑3‑8B showing up to 5.2× speedup, and discusses implications for future research.

AI efficiencyLLMMulti-token generation
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Can LLMs Predict Multiple Tokens at Once? A Deep Dive into Multi‑Token Generation