Context Matters in Data-Centric NLPIn model-centric approaches to AI, you accept the data you’re given and focus on iteratively improving your model. In data-centric AI…Dec 24, 2021Dec 24, 2021
Evaluating Language Models: An Introduction to Perplexity in NLPNew, state-of-the-art language models like DeepMind’s Gopher, Microsoft’s Megatron, and OpenAI’s GPT-3 are driving a wave of innovation in…Dec 15, 20211Dec 15, 20211
Inter-Annotator Agreement: An Introduction to Cohen’s Kappa Statistic(This is a crosspost from the official Surge AI blog. If you need help with data labeling and NLP, say hello!)Dec 15, 2021Dec 15, 2021
A Cartoon Guide to Language Models in NLP (Part 1: Intuition)(This is a crosspost from the official Surge AI blog. If you need help with data labeling and NLP, say hello!)Nov 14, 2021Nov 14, 2021
AI’s Missing Piece: High-Quality Training DataIn theory, AI has blown past our wildest dreams; in practice, Siri can’t even tell us the weather. The problem? Creating high-quality…Oct 28, 2020Oct 28, 2020