
This account is no longer maintained. We are now Argilla, follow us @argilla_io
Madrid, España
Joined April 2016
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🎉 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-rub…
#python #opensource #nlproc
Recognai retweeted
Find text classification label errors with @CleanlabAI and correct them with @rubrixml
rubrix.readthedocs.io/en/sta…
#python #opensource #NLProc
Recognai retweeted
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
Recognai retweeted
Get started with NLP with custom datasets
Create and label datasets for text classification, token classification and text generation
rubrix.readthedocs.io/en/sta…
#python #opensource #datascience
Recognai retweeted
Don't have a lot of time to annotate data?
SetFit + Rubrix, few-shot classification with custom data 🤓
rubrix.readthedocs.io/en/doc…
#nlproc #datascience #opensource
Recognai retweeted
⚡ 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/rubrix/r…
#python #nlproc #opensource
Recognai retweeted
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/setfi…
#python #opensource #NLProc
Recognai retweeted
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/mas…
#python #opensource #NLProc
Recognai retweeted
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/mas…
#python #opensource #xai
Recognai retweeted
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
Recognai retweeted
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
Recognai retweeted
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
huggingface.co/datasets/rubr…
#python #opensource #NLProc
Recognai retweeted
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/sta…
#opensource #datacentricai #python
Recognai retweeted
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/sta…
#nlproc #datascience #opensource
Recognai retweeted
Weak supervision for multilabel text classification?
A step by step tutorial using @rubrixml
rubrix.readthedocs.io/en/sta…
#python #opensource #NLProc
Recognai retweeted
Fine-tuning a sentiment classifier starting with no labeled data with @rubrixml
rubrix.readthedocs.io/en/mas…
Follow @rubrixml for more resources like this one
If you love NLP & open-source join our friendly community:
join.slack.com/t/rubrixworks…
#python #opensource #nlp #transformers
Recognai retweeted
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
Recognai retweeted
Stanza by @stanfordnlp is powerful for NER
Want to see how well it performs with your data? 👇
gist.github.com/dvsrepo/239f…
New to @rubrixml?
github.com/recognai/rubrix
Join the community:
join.slack.com/t/rubrixworks…
#python #nlp #opensource #datascience


















