UKPLab

Easy to use, state-of-the-art Neural Machine Translation for 100+ languages

BiLSTM-CNN-CRF architecture for sequence tagging

Hands-on tutorial on deep learning with a special focus on Natural Language Processing (NLP)

BiLSTM-CNN-CRF architecture for sequence tagging using ELMo representations.

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain...

Context-Aware Representations for Knowledge Base Relation Extraction

Concatenated Power Mean Embeddings as Universal Cross-Lingual Sentence Representations

Accompanying code for our COLING 2018 paper "Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering"

Investigating Pretrained Language Models for Graph-to-Text Generation

Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs (authors' implementation for the TACL20 paper)

The Argument Reasoning Comprehension Task: Source codes & Datasets

Pytorch-version BERT-flow: One can apply BERT-flow to any PLM within Pytorch framework.

Code for paper "End-to-End Non-Factoid Question Answering with an Interactive Visualization of Neural Attention Weights"

Accompanying code for our ACL-2017 publication on Neural End-to-End Learning for Computational Argumentation Mining

Accompanying code for our *SEM 2018 @ NAACL 2018 paper "Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity Categories"

LLM Roleplay: Simulating Human-Chatbot Interaction