TokenGate: Learnable Token Pruning Speeds Up LLM Prefill up to 11x

Researchers from Stanford and UC Berkeley introduced TokenGate, a lightweight plug-and-play learnable token pruning module that uses token-gated attention to skip unimportant tokens, accelerating LLM prefill by up to 11.3x while reducing memory usage.

2026-10-21 ~ 2026-10-21 · 2 related posts

• TokenGate: learned token pruning speeds up LLM prefill up to 11.3x — Liana Patel · 2026-10-21
• TokenGate: learnable token pruning cuts LLM prefill TTFT by up to 11.3x — pmttyji · 2026-10-21