Remove 2020 Remove Computational Linguistics Remove Neural Network
article thumbnail

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

ODSC - Open Data Science

Moreover, combining expert agents is an immensely easier task to learn by neural networks than end-to-end QA. Examples are the ACL fellow award 2020 and the first Hessian LOEWE Distinguished Chair award (2,5 mil. Iryna is co-director of the NLP program within ELLIS, a European network of excellence in machine learning.

article thumbnail

2022: We reviewed this year’s AI breakthroughs

Applied Data Science

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. Just wait until you hear what happened in 2022. Who should I follow? How is this even possible?

professionals

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Testing the Robustness of LSTM-Based Sentiment Analysis Models

John Snow Labs

Sentiment Analysis Using Simplified Long Short-term Memory Recurrent Neural Networks. The 49th Annual Meeting of the Association for Computational Linguistics (ACL 2011). References Langtest GitHub Repository Large Movie Review Dataset v1.0 Gopalakrishnan, K., & Salem, F. abs/2005.03993 Andrew L. Maas, Raymond E.

article thumbnail

Selective Classification Can Magnify Disparities Across Groups

The Stanford AI Lab Blog

Distributionally robust neural networks for group shifts: On the importance of regularization for worst-case generalization. In Association for Computational Linguistics (ACL), pp. SelectiveNet: A deep neural network with an integrated reject option. 151–159, 2020. ↩ C. Earnshaw, Imran S.

article thumbnail

ML and NLP Research Highlights of 2021

Sebastian Ruder

  Retrieval-augmented language models, which integrate retrieval into pre-training and downstream usage, have already featured in my highlights of 2020. Advances in Neural Information Processing Systems, 2020. Transactions of the Association for Computational Linguistics, 9, 978–994. What happened?  

NLP 52
article thumbnail

68 Summaries of Machine Learning and NLP Research

Marek Rei

They annotate a new test set of news data from 2020 and find that performance of certain models holds up very well and the field luckily hasn’t overfitted to the CoNLL 2003 test set. Computational Linguistics 2022. link] Developing a system for the detection of cognitive impairment based on linguistic features.

article thumbnail

ACL 2022 Highlights

Sebastian Ruder

The initiative focuses on making Computational Linguistics (CL) research accessible in 60 languages and across all modalities, including text/speech/sign language translation, closed captioning, and dubbing. Another useful aspect of the initiative is the curation of the most common CL terms and their translation into 60 languages.

NLP 52