Stanza by Stanford NLP Group is powerful for NER Want to see how well it performs with your data? 👇 gist.github.com/dvsrepo/239f37… New to Rubrix (now Argilla)? github.com/recognai/rubrix Join the community: join.slack.com/t/rubrixworksp… #python #nlp #opensource #datascience

BOND: BERT-Assisted Open-Domain Named Entity Recognition with Distant Supervision 1️⃣ Noisy labels using Wikidata and gazetteers (distant labels) 2️⃣ Fine-tune Roberta for NER with distant labels 3️⃣ Self-training github.com/cliang1453/BOND arxiv.org/abs/2006.15509 #python #NLProc

Fine-tuning a sentiment classifier starting with no labeled data with Rubrix (now Argilla) rubrix.readthedocs.io/en/master/tuto… Follow Rubrix (now Argilla) for more resources like this one If you love NLP & open-source join our friendly community: join.slack.com/t/rubrixworksp… #python #opensource #nlp #transformers

Weak supervision for multilabel text classification? A step by step tutorial using Rubrix (now Argilla) rubrix.readthedocs.io/en/stable/tuto… #python #opensource #NLProc

Every good model starts with good quality datasets. Iteration and collaboration are key ingredients to achieve this. Here's how you can iterate on data and models using the Hugging Face Hub. rubrix.readthedocs.io/en/stable/guid… #nlproc #datascience #opensource

Weak supervision for multilabel text classification. Get instant statistics about heuristics' coverage and precision with Rubrix (now Argilla) UI Define rules programmatically with Python Tutorial: rubrix.readthedocs.io/en/stable/tuto… #opensource #datacentricai #python

What can we learn from model predictions vs. training data labels? * Ambiguous examples * (Some) wrong labels * Model improvement patterns A reproducible example using the Stanford NLP Group sentiment treebank dataset & Rubrix (now Argilla) huggingface.co/datasets/rubri… #python #opensource #NLProc

Rubrix: the open-source framework for data-centric NLP Build human-in-the-loop workflows for data annotation, monitoring, and review. github.com/recognai/rubrix Follow Rubrix (now Argilla) for updates #python #nlp #opensource

🎉 Rubrix just crossed 1.3K stars this week 🎉 github.com/recognai/rubrix #python #opensource #nlp

humap: Hierarchical Uniform Manifold Approximation and Projection A very cool method and library by Wilson Marcílio Jr Reduces visual burden when exploring clusters in large datasets and enables drill-down with hierarchical levels github.com/wilsonjr/humap #python #opensource #umap

Want to analyze prediction explanations from your Transformer models? At the dataset level? A new tutorial using SHAP and Transformers interpret! rubrix.readthedocs.io/en/master/tuto… #python #opensource #xai

Active learning for text classification with Rubrix (now Argilla) and the wonderful small-text library by Webis Group Learn how to build a custom active learning loop and teach a 🤗 transformers model rubrix.readthedocs.io/en/master/tuto… #python #opensource #NLProc

SetFit: Efficient few-shot learning with Sentence Transformers So exciting! Train robust models with very few examples, fast training, fast inference, and comparable/better than other LLMs and prompt-based methods. github.com/huggingface/se… #python #opensource #NLProc

reddit.com/r/MachineLearn… #python #nlproc #opensource

⚡ New release 0.18.0 > Better token classification validation > Delete records by id & query for better dataset management > New tutorials! Thanks to our community contributors Ankush Chander, Tom Aarsen, & others github.com/recognai/rubri… #python #nlproc #opensource

Don't have a lot of time to annotate data? SetFit + Rubrix, few-shot classification with custom data 🤓 rubrix.readthedocs.io/en/docs-setfit… #nlproc #datascience #opensource

Get started with NLP with custom datasets Create and label datasets for text classification, token classification and text generation rubrix.readthedocs.io/en/stable/gett… #python #opensource #datascience

rubrix: ✨ Rubrix, open-source framework for data-centric NLP. Data annotation and monitoring for enterprise NLP Lang: Python ⭐️ 1351 Author: Recognai #MachineLearning github.com/recognai/rubrix

Find text classification label errors with Cleanlab and correct them with Rubrix (now Argilla) rubrix.readthedocs.io/en/stable/tuto… #python #opensource #NLProc

🥳 We're extremely excited to announce we're now Argilla Please don't forget to follow us Argilla. There are many more exciting things coming up! Read more at: argilla.io/blog/recognai-… #python #opensource #nlproc