Recognai

🎉 Excited to release Selectra (Spanish Electra), a new set of models on the @huggingface Hub 3-5x times smaller than current SOTA Spanish models while achieving competitive results 🧵Overview below (1/4) Thanks @GoogleAI TPU RC for their support #python #opensource #nlproc

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

Find text classification label errors with @CleanlabAI and correct them with @rubrixml rubrix.readthedocs.io/en/stable/tuto… #python #opensource #NLProc

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

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

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

⚡ 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 @AnkushChander, Tom Aarsen, & others github.com/recognai/rubri… #python #nlproc #opensource

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

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

Active learning for text classification with @rubrixml and the wonderful small-text library by @webis_de Learn how to build a custom active learning loop and teach a 🤗 transformers model rubrix.readthedocs.io/en/master/tuto… #python #opensource #NLProc

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

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

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

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 @rubrixml for updates #python #nlp #opensource

What can we learn from model predictions vs. training data labels? * Ambiguous examples * (Some) wrong labels * Model improvement patterns A reproducible example using the @stanfordnlp sentiment treebank dataset & @rubrixml #build-dataset" target="_blank" rel="nofollow noopener">huggingface.co/datasets/rubri… #python #opensource #NLProc

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

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? A step by step tutorial using @rubrixml rubrix.readthedocs.io/en/stable/tuto… #python #opensource #NLProc

Fine-tuning a sentiment classifier starting with no labeled data with @rubrixml rubrix.readthedocs.io/en/master/tuto… Follow @rubrixml 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

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

Stanza by @stanfordnlp is powerful for NER Want to see how well it performs with your data? 👇 gist.github.com/dvsrepo/239f37… New to @rubrixml? github.com/recognai/rubrix Join the community: join.slack.com/t/rubrixworksp… #python #nlp #opensource #datascience