A Template Is All You Meme

1 code implementation • 11 Nov 2023 • Luke Bates, Peter Ebert Christensen, Preslav Nakov, Iryna Gurevych

Here, to aid understanding of memes, we release a knowledge base of memes and information found on www. knowyourmeme. com, which we call the Know Your Meme Knowledge Base (KYMKB), composed of more than 54, 000 images.

Lessons Learned from a Citizen Science Project for Natural Language Processing

1 code implementation • 25 Apr 2023 • Jan-Christoph Klie, Ji-Ung Lee, Kevin Stowe, Gözde Gül Şahin, Nafise Sadat Moosavi, Luke Bates, Dominic Petrak, Richard Eckart de Castilho, Iryna Gurevych

Citizen Science is an alternative to crowdsourcing that is relatively unexplored in the context of NLP.

Like a Good Nearest Neighbor: Practical Content Moderation and Text Classification

1 code implementation • 17 Feb 2023 • Luke Bates, Iryna Gurevych

Few-shot text classification systems have impressive capabilities but are infeasible to deploy and use reliably due to their dependence on prompting and billion-parameter language models.

Contrastive Learning Few-Shot Text Classification +2

Efficient Few-Shot Learning Without Prompts

1 code implementation • 22 Sep 2022 • Lewis Tunstall, Nils Reimers, Unso Eun Seo Jo, Luke Bates, Daniel Korat, Moshe Wasserblat, Oren Pereg

This simple framework requires no prompts or verbalizers, and achieves high accuracy with orders of magnitude less parameters than existing techniques.

Few-Shot Learning Few-Shot Text Classification +1