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ACL 2022 Highlights

Sebastian Ruder

ACL 2022 took place in Dublin from 22nd–27th May 2022. Language diversity and multimodality Panelists and their spoken languages at the ACL 2022 keynote panel on supporting linguistic diversity. My invited talk on scaling NLP systems to the next 1000 languages.

NLP 52
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2022: We reviewed this year’s AI breakthroughs

Applied Data Science

Just wait until you hear what happened in 2022. In our review of 2019 we talked a lot about reinforcement learning and Generative Adversarial Networks (GANs), in 2020 we focused on Natural Language Processing (NLP) and algorithmic bias, in 202 1 Transformers stole the spotlight. The world was hooked. What happened?

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All Languages Are NOT Created (Tokenized) Equal

Topbots

Language Disparity in Natural Language Processing This digital divide in natural language processing (NLP) is an active area of research. 70% of research papers published in a computational linguistics conference only evaluated English.[ Association for Computational Linguistics.

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SQuARE: Towards Multi-Domain and Few-Shot Collaborating Question Answering Agents

ODSC - Open Data Science

Question Answering is the task in Natural Language Processing that involves answering questions posed in natural language. She is currently the president of the Association of Computational Linguistics. Don’t worry, you’re not alone! Haritz Puerto is a Ph.D.

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The State of Multilingual AI

Sebastian Ruder

Developing models that work for more languages is important in order to offset the existing language divide and to ensure that speakers of non-English languages are not left behind, among many other reasons. This post is partially based on a keynote I gave at the Deep Learning Indaba 2022.

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Overcoming The Limitations Of Large Language Models

Topbots

For instance, in April 2022, DeepMind introduced Flamingo, a visual language model that can seamlessly ingest text, images and video. [5] In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics , pages 5185–5198, Online. Association for Computational Linguistics. [2]

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68 Summaries of Machine Learning and NLP Research

Marek Rei

I have written short summaries of 68 different research papers published in the areas of Machine Learning and Natural Language Processing. Interpreting Language Models with Contrastive Explanations Kayo Yin, Graham Neubig. EMNLP 2022. EMNLP 2022. NeurIPS 2022. EMNLP 2022. EMNLP 2022.