Towards Robust Toxic Content Classification

1 code implementation • 14 Dec 2019 • Keita Kurita, Anna Belova, Antonios Anastasopoulos

We propose a method of generating realistic model-agnostic attacks using a lexicon of toxic tokens, which attempts to mislead toxicity classifiers by diluting the toxicity signal either by obfuscating toxic tokens through character-level perturbations, or by injecting non-toxic distractor tokens.

Classification Denoising +1

E-Sports Talent Scouting Based on Multimodal Twitch Stream Data

1 code implementation • 2 Jul 2019 • Anna Belova, Wen He, Ziyi Zhong

We propose and investigate feasibility of a novel task that consists in finding e-sports talent using multimodal Twitch chat and video stream data.