Few-Shot Detection of Machine-Generated Text using Style Representations

1 code implementation • 12 Jan 2024 • Rafael Rivera Soto, Kailin Koch, Aleem Khan, Barry Chen, Marcus Bishop, Nicholas Andrews

Furthermore, given a handful of examples composed by each of several specific language models of interest, our approach affords the ability to predict which model generated a given document.

Language Modelling

Sampled Image Tagging and Retrieval Methods on User Generated Content

no code implementations • 21 Nov 2016 • Karl Ni, Kyle Zaragoza, Charles Foster, Carmen Carrano, Barry Chen, Yonas Tesfaye, Alex Gude

Specifically, we train a deep learning image tagging and retrieval system on large scale, user generated content (UGC) using sampling methods and joint optimization of word embeddings.

Retrieval TAG +1

Large-Scale Deep Learning on the YFCC100M Dataset

no code implementations • 11 Feb 2015 • Karl Ni, Roger Pearce, Kofi Boakye, Brian Van Essen, Damian Borth, Barry Chen, Eric Wang

We train our three-layer deep neural network on the Yahoo!