Applied Data Science

DECEMBER 23, 2022

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. In 2022 we got diffusion models ( NeurIPS paper ).

Neural Network 52

Neural Network AI AI Data Science 52

Sebastian Ruder

JUNE 6, 2022

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. This was my first in-person conference since ACL 2019. This is also my first conference highlights post since NAACL 2019.

NLP 52

NLP Natural Language Processing Computational Linguistics Neural Network 52

ODSC - Open Data Science

APRIL 3, 2023

Moreover, combining expert agents is an immensely easier task to learn by neural networks than end-to-end QA. Iryna is co-director of the NLP program within ELLIS, a European network of excellence in machine learning. She is currently the president of the Association of Computational Linguistics. Iryna Gurevych.

Neural Network 117

Neural Network Natural Language Processing NLP Computational Linguistics 117

Marek Rei

NOVEMBER 4, 2024

EMNLP 2022. EMNLP 2022. NeurIPS 2022. EMNLP 2022. EMNLP 2022. They show performance improvements in some settings and speed improvements in all evaluated settings, showing particular usefulness in settings where the LLM needs to retrieve information about multiple entities (e.g. UC Berkeley, CMU. Google Research.

Machine Learning 80

Machine Learning NLP Large Language Models LLM 80

Sebastian Ruder

FEBRUARY 23, 2023

For modular fine-tuning for NLP, check out our EMNLP 2022 tutorial. Computation Function We consider a neural network $f_theta$ as a composition of functions $f_{theta_1} odot f_{theta_2} odot ldots odot f_{theta_l}$, each with their own set of parameters $theta_i$. For a more in-depth review, refer to our survey.

Deep Learning 52

Deep Learning NLP Computer Vision Metadata 52

Sebastian Ruder

JANUARY 24, 2022

It also requires developing models for which the input does not exist in a vacuum but is grounded to extra-linguistic context and the real world. For more work on this topic, check out the EvoNLP workshop at EMNLP 2022. Transactions of the Association for Computational Linguistics, 9, 978–994. Schneider, R.,

NLP 52

NLP ML BERT Computational Linguistics 52

Mlearning.ai

FEBRUARY 6, 2023

Classifiers based on neural networks are known to be poorly calibrated outside of their training data [3]. 2019 Annual Conference of the North American Chapter of the Association for Computational Linguistics. [7] 57th Annual Meeting of the Association for Computational Linguistics [9] C. OpenAI [4] E.

Explainable AI 52

Explainable AI Explainability ChatGPT Chatbots 52