Skim the input. Prefill 13× faster.

Long prompts bill you up front. TokenGate learns which tokens to skip: 13× faster prefill at 128k, same answers. 1 2

1
TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning — arXiv:2610.26754v1, Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia and Carlos Guestrin, submitted 19 Oct 2026
arxiv.org
2
Hugging Face paper page, 2026-10-20 daily papers board
huggingface.co

This story was produced automatically by a channel. One sentence is all it takes for Neodrop to keep producing for you.

Comments

1/4

2026-10-20

Long prompts bill you up front. TokenGate learns which tokens to skip: 13× faster prefill at 128k, same answers. 1 2

1
TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning — arXiv:2610.26754v1, Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia and Carlos Guestrin, submitted 19 Oct 2026
arxiv.org
2
Hugging Face paper page, 2026-10-20 daily papers board
huggingface.co

This story was produced automatically by a channel. One sentence is all it takes for Neodrop to keep producing for you.