urchade/transformer-tutorial

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urchade/transformer-tutorial

urchade

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Transformer tutorial in pytorch (Bi-directional, Autoregressive, Sequence-to-sequence)

GLiNER

Generalist and Lightweight Model for Named Entity Recognition (Extract any entity types from texts) @ NAACL 2024

GraphER

End-to-end zero-shot entity and relation extraction

ATG

Official code for our paper "An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction" which will be published at AAAI 2024.

graph-neural-nets

Graph neural networks tutorial in pytorch (GCN, GAT, Node2vec, GraphSAge, ClusterGCN, ...)

Jupyter Notebook

EnriCo

End-to-end zero-shot relation extraction

semi-supervised-learning

Semi-supervised learning tutorial in pytorch (pseudio label, Pi model, mean teacher, FixMatch, UDA)

Jupyter Notebook

Filtered-Semi-Markov-CRF

Code for our paper accepted at EMNLP 2023 (Findings)

span-structured-prediction

Repository for my research on span-based structured prediction for information extraction

molgen

Molecule SMILES generation with GAN and Reinforcement Learning (Training Language GAN from scratch)

Jupyter Notebook

GNNer

Code for "GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks"

DyREx

DyREx: Dynamic Query Representation for Extractive Question Answering, accepted at ENSLP@NeurIPS2022

Zero-shot-Text-classification

"Test Anywhere: Zero-Shot Learning for Text Classification" paper implementation

HNER

Hierarchical Transformer Model for Scientific Named Entity Recognition

struct_ie

Structured information extraction with LLMs

DyREF

DyReF: Extractive Question Answering with Dynamic Query Representation for Free

bert-summarization

Extractive text summarization with BERT

synthetic_attention

global-span-selection