jalammar / ecco
Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).
☆2,030Updated 8 months ago
Alternatives and similar repositories for ecco:
Users that are interested in ecco are comparing it to the libraries listed below
- Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.☆1,340Updated last year
- The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic …☆3,541Updated last week
- Papers & presentation materials from Hugging Face's internal science day☆2,047Updated 4 years ago
- NL-Augmenter 🦎 → 🐍 A Collaborative Repository of Natural Language Transformations☆783Updated 11 months ago
- Beyond Accuracy: Behavioral Testing of NLP models with CheckList☆2,033Updated last year
- A Visual Analysis Tool to Explore Learned Representations in Transformers Models☆591Updated last year
- 🤗 Evaluate: A library for easily evaluating machine learning models and datasets.☆2,203Updated 3 months ago
- Longformer: The Long-Document Transformer☆2,118Updated 2 years ago
- Library for Knowledge Intensive Language Tasks☆939Updated 3 years ago
- skweak: A software toolkit for weak supervision applied to NLP tasks☆922Updated 8 months ago
- Super easy library for BERT based NLP models☆1,897Updated 8 months ago
- 🛸 Use pretrained transformers like BERT, XLNet and GPT-2 in spaCy☆1,383Updated 3 months ago
- jiant is an nlp toolkit☆1,666Updated last year
- TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs…☆3,158Updated 9 months ago
- This repository contains the code for "Exploiting Cloze Questions for Few-Shot Text Classification and Natural Language Inference"☆1,629Updated last year
- Fast & easy transfer learning for NLP. Harvesting language models for the industry. Focus on Question Answering.☆1,748Updated last year
- Data augmentation for NLP☆4,556Updated 10 months ago
- Language-Agnostic SEntence Representations☆3,637Updated last year
- Top2Vec learns jointly embedded topic, document and word vectors.☆3,032Updated 5 months ago
- BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)☆7,373Updated last year
- A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coher…☆1,228Updated 3 months ago
- Collection of papers and resources for data augmentation for NLP.☆827Updated 2 years ago
- BLEURT is a metric for Natural Language Generation based on transfer learning.☆728Updated last year
- Version control for machine learning☆1,664Updated 2 months ago
- Plug and Play Language Model implementation. Allows to steer topic and attributes of GPT-2 models.☆1,144Updated last year
- Multimodal model for text and tabular data with HuggingFace transformers as building block for text data☆603Updated 6 months ago
- ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators☆2,353Updated last year
- The website for the CMU Language Technologies Institute low resource NLP bootcamp 2020☆600Updated 4 years ago
- PyTorch original implementation of Cross-lingual Language Model Pretraining.☆2,906Updated 2 years ago
- Parallelformers: An Efficient Model Parallelization Toolkit for Deployment☆786Updated 2 years ago