Allen AI

JULY 8, 2023

2022) tasks showcase a scenario where initial predictions by a learned model (yˆ) are incorrect. Read more on the blog here. AI2 at ACL 2023 was originally published in AI2 Blog on Medium, where people are continuing the conversation by highlighting and responding to this story. 2021) and summarization (Saunders et al.,

Computational Linguistics 52

Computational Linguistics NLP Explainability OpenAI 52

Allen AI

JULY 7, 2023

Our ACL 2023 paper focuses on mental models in the context of ordinary objects we encounter in our everyday lives. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, pages 1115–1127, Seattle, United States. arXiv preprint arXiv:2109.02593.

Computational Linguistics 98

Computational Linguistics Artificial Intelligence Artificial Intelligence AI 98

The Stanford AI Lab Blog

MAY 31, 2022

In our recent work 9 published at ACL 2022, we develop a new pretraining method, LinkBERT , that incorporates such document link information to train language models with more world knowledge. This blog post is based on the paper: LinkBERT: Pretraining Language Models with Document Links.

BERT 40

BERT Natural Language Processing NLP Neural Network 40

Topbots

JUNE 15, 2023

This article was originally published on the author’s blog and re-published to TOPBOTS with permission from the author. In Findings of the Association for Computational Linguistics: ACL 2022 , pages 2340–2354, Dublin, Ireland. New York: Riverhead Books, 2022 (p. Archived from the original on March 17, 2023.

Natural Language Processing 59

Natural Language Processing Computational Linguistics NLP ChatGPT 59

Sebastian Ruder

JANUARY 24, 2022

Consequently, 2021 saw much discussion of best practices and ways in which we can reliably evaluate such models going forward, which I cover in this blog post. An art scene emerged around the most recent generation of generative models (see this blog post for an overview). In Proceedings of ACL 2021. Dehghani, M., Aribandi, V.,

NLP 52

NLP ML BERT Computational Linguistics 52

AWS Machine Learning Blog

MAY 22, 2023

arXiv preprint arXiv:2210.11416 (2022). [2] He is an active researcher in machine learning and statistical inference and has published many papers in NeurIPS, ICML, ICLR, JMLR, ACL, and EMNLP conferences. Gather some data for your use case, uploaded it to Amazon S3, and use either the Studio UI or the notebook to tune a FLAN T5 model!

Natural Language Processing 88

Natural Language Processing Machine Learning Computational Linguistics NLP 88

AWS Machine Learning Blog

NOVEMBER 14, 2023

Inference example with and without fine-tuning The following table contains the results of the Mistral 7B model fine-tuned with SEC filing documents of Amazon from 2021–2022. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A. For details, see the example notebook.

Natural Language Processing 91

Natural Language Processing Python Machine Learning Algorithm 91

AWS Machine Learning Blog

JANUARY 30, 2023

For the NYC taxi data, we use the yellow trip taxi records from 2009–2022. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A journal. Multiclass logloss Multiclass logloss Accuracy (%) F1 Macro (%) F1 Micro (%). 1 5329 5414 0.937 0.947 65.6 2 3175 3294 0.94 0.942 65.5

Algorithm 80

Algorithm Categorization Natural Language Processing Machine Learning 80

AWS Machine Learning Blog

APRIL 18, 2023

We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A. Do you want to create a more effective and efficient business? Do you want to learn how to grow your business?

Large Language Models 66

Large Language Models LLM NLP Deep Learning 66

AWS Machine Learning Blog

APRIL 18, 2023

We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A. Do you want to create a more effective and efficient business? Do you want to learn how to grow your business?

LLM 52

LLM NLP Deep Learning ML 52

AWS Machine Learning Blog

SEPTEMBER 6, 2023

He is an active researcher in machine learning and statistical inference, and has published many papers in NeurIPS, ICML, ICLR, JMLR, ACL, and EMNLP conferences. He got his PhD from University of Illinois Urbana-Champaign. Appendix This appendix provides additional information about performance benchmarking and dataset formatting.

Auto-complete 94

Auto-complete Machine Learning ML Python 94