Topbots

JUNE 15, 2023

70% of research papers published in a computational linguistics conference only evaluated English.[ A comprehensive explanation of the BPE algorithm can be found on the HuggingFace Transformers course. In Findings of the Association for Computational Linguistics: ACL 2022 , pages 2340–2354, Dublin, Ireland.

Natural Language Processing 59

Natural Language Processing Computational Linguistics NLP ChatGPT 59

The Stanford AI Lab Blog

JANUARY 21, 2022

Indeed, this recipe of massive, diverse datasets combined with scalable offline learning algorithms (e.g. self-supervised or cheaply supervised learning) has been the backbone of the many recent successes of foundation models 3 in NLP 4 5 6 7 8 9 and vision 10 11 12. Florence: A New Foundation Model for Computer Vision.

Robotics 40

Robotics Computational Linguistics Computer Vision BERT 40

NLP People

JUNE 5, 2018

The company utilises algorithms for targeted data collection and semantic analysis to extract fine-grained information from various types of customer feedback and market opinions. Their products are language-agnostic as they use deep learning in the development of their algorithms. For open job positions visit their job section.

NLP 52

NLP Data Mining Deep Learning Natural Language Processing 52

Topbots

JANUARY 30, 2023

We are quick to attribute intelligence to models and algorithms, but how much of this is emulation, and how much is really reminiscent of the rich language capability of humans? In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics , pages 5185–5198, Online. 10.48550/arXiv.2212.08120.

Large Language Models 52

Large Language Models LLM Computational Linguistics Natural Language Processing 52

Sebastian Ruder

FEBRUARY 23, 2023

As discrete decisions cannot be learned directly with gradient descent, methods learn hard routing via reinforcement learning, evolutionary algorithms, or stochastic re-parametrisation. We first highlight common applications in NLP and then draw analogies to applications in speech, computer vision, and other areas of machine learning.

Deep Learning 52

Deep Learning NLP Computer Vision Metadata 52

Sebastian Ruder

NOVEMBER 14, 2022

Initiatives   The Association for Computational Linguistics (ACL) has emphasized the importance of language diversity, with a special theme track at the main ACL 2022 conference on this topic. In Findings of the Association for Computational Linguistics: ACL 2022 (pp. Computational linguistics, 47(2), 255-308.

Natural Language Processing 52

Natural Language Processing NLP Computational Linguistics AI 52

ML Review

MARCH 5, 2019

Word embeddings Visualisation of word embeddings in AI Distillery Word2vec is a popular algorithm used to generate word representations (aka embeddings) for words in a vector space. Then, the algorithm proceeds with the following word as the new centre word, i.e. “learning”, sets up the new context, and repeats the same procedure.

AI 40

AI AI Computer Vision Computational Linguistics 40