There are 5 repositories under allennlp topic.
The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!
A single model that parses Universal Dependencies across 75 languages. Given a sentence, jointly predicts part-of-speech tags, morphology tags, lemmas, and dependency trees.
Using pre trained word embeddings (Fasttext, Word2Vec)
A short tutorial on Elmo training (Pre trained, Training on new data, Incremental training)
Extracting scientific claims from biomedical abstracts (powered by AllenNLP), demo:
A framework for building semantic parsers (including neural module networks) with AllenNLP, built by the authors of AllenNLP
Cross-Lingual Alignment of Contextual Word Embeddings
NLP research experiments, built on PyTorch within the AllenNLP framework.
Tutorial on how to use AllenNLP for sequence modeling (including hierarchical LSTMs and CRF decoding)
This repo contains all the notebooks mentioned in blog.
Custom Natural Language Processing with big and small models 🌲🌱
Reimplementation of a BERT based model (Shi et al, 2019), currently the state-of-the-art for English SRL. This model implements also predicate disambiguation.
Implementation (in progress) of Dieng et al.'s TopicRNN: a neural topic model & RNN hybrid.
Template Extraction from unstructured Wikipedia text using NLP techniques.
A Word Level Transformer layer based on PyTorch and 🤗 Transformers.
⚡️ AllenNLP plugin for adding subcommands to use Optuna, making hyperparameter optimization easy
Code for ACL '19 paper: Towards Improving Neural Named Entity Recognition with Gazetteers
Combining Distant and Direct Supervision for Neural Relation Extraction
Bi-encoder Based Entity Linking Tutorial. You can run experiment only in 5 minutes. Experiments on Co-lab pro GPU are also supported!
Zero-shot Entity Linking with blitz start in 3 minutes. Hard negative mining and encoder for all entities are also included in this implementation.
Model for predicting categories of entities by its mentions
Hyperparameter search for AllenNLP - powered by Ray TUNE
Utilities and boilerplate code to use wandb with allennlp
A toolkit for social media information extraction using multi-task learning and active learning
🚀 A demonstration of hyperparameter optimization using Optuna for models implemented with AllenNLP.
Reimplementation of the paper `Human Attention Maps for Text Classification: Do Humans and Neural Networks Focus on the Same Words? (ACL2020)`
BiLSTM-CRF model for NER
Encoder-Decoder model for Semantic Role Labeling
Research code for generating semantic role labels for CHILDES