ricardorei / lightning-text-classificationLinks
Minimalist implementation of a BERT Sentence Classifier with PyTorch Lightning, Transformers and PyTorch-NLP.
☆219Updated 2 years ago
Alternatives and similar repositories for lightning-text-classification
Users that are interested in lightning-text-classification are comparing it to the libraries listed below
Sorting:
- Enhancing the BERT training with Semi-supervised Generative Adversarial Networks☆228Updated 2 years ago
- architectures and pre-trained models for long document classification.☆155Updated 4 years ago
- SentAugment is a data augmentation technique for NLP that retrieves similar sentences from a large bank of sentences. It can be used in c…☆362Updated 3 years ago
- On the Stability of Fine-tuning BERT: Misconceptions, Explanations, and Strong Baselines☆137Updated last year
- pyTorch implementation of Recurrence over BERT (RoBERT) based on this paper https://arxiv.org/abs/1910.10781 and comparison with pyTorch …☆82Updated 2 years ago
- Main repository for "CharacterBERT: Reconciling ELMo and BERT for Word-Level Open-Vocabulary Representations From Characters"☆201Updated last year
- A tutorial on how to implement models for part-of-speech tagging using PyTorch and TorchText.☆179Updated 4 years ago
- Pretrain and finetune ELECTRA with fastai and huggingface. (Results of the paper replicated !)☆330Updated last year
- CharBERT: Character-aware Pre-trained Language Model (COLING2020)☆121Updated 4 years ago
- [NAACL 2021] This is the code for our paper `Fine-Tuning Pre-trained Language Model with Weak Supervision: A Contrastive-Regularized Self…☆204Updated 3 years ago
- A small repo showing how to easily use BERT (or other transformers) for inference☆99Updated 5 years ago
- Interpretable Evaluation for (Almost) All NLP Tasks☆195Updated 2 years ago
- Self-supervised NER prototype - updated version (69 entity types - 17 broad entity groups). Uses pretrained BERT models with no fine tuni…☆78Updated 3 years ago
- Implementation of Self-adjusting Dice Loss from "Dice Loss for Data-imbalanced NLP Tasks" paper☆108Updated 4 years ago
- Minimal Interactive Attention Visualization☆140Updated 5 years ago
- ☆345Updated 4 years ago
- Named Entity Recognition with Small Strongly Labeled and Large Weakly Labeled Data☆100Updated 2 years ago
- Awesome Neural Adaptation in Natural Language Processing. A curated list. https://arxiv.org/abs/2006.00632☆266Updated 4 years ago
- BERT fine-tuning for POS tagging task (Keras)☆79Updated 6 years ago
- Implementation of a linear-chain CRF in PyTorch☆97Updated 4 years ago
- A library to conduct ranking experiments with transformers.☆160Updated 2 years ago
- IEEE/ACM TASLP 2020: SBERT-WK: A Sentence Embedding Method By Dissecting BERT-based Word Models☆180Updated 4 years ago
- Comparatively fine-tuning pretrained BERT models on downstream, text classification tasks with different architectural configurations in …☆125Updated 5 years ago
- Code associated with the Don't Stop Pretraining ACL 2020 paper☆533Updated 3 years ago
- BOND: BERT-Assisted Open-Domain Name Entity Recognition with Distant Supervision☆291Updated 4 years ago
- Multi-Task Deep Neural Networks for Natural Language Understanding☆163Updated 2 years ago
- The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to o…☆380Updated 2 years ago
- Summarization Task using Bart and T5 models.☆171Updated 5 years ago
- Pytorch Implementation of ALBERT(A Lite BERT for Self-supervised Learning of Language Representations)☆227Updated 4 years ago
- A Light and Modular PyTorch NLP Project Template☆60Updated 4 years ago