DeepConf enhances reasoning efficiency and performance in Large Language Models by filtering low-quality traces using internal confidence signals, achieving high accuracy and reduced token generation without extra training.

https://arxiv.org/abs//2508.15260

YouTube: https://www.youtube.com/@ArxivPapers

TikTok: https://www.tiktok.com/@arxiv_papers

Apple Podcasts: https://podcasts.apple.com/us/podcast/arxiv-papers/id1692476016

Spotify: https://podcasters.spotify.com/pod/show/arxiv-papers