dfki-nlp's Projects
Code for the ACL paper "MoRTy: Unsupervised Learning of Task-specialized Word Embeddings by Autoencoding"
Test Suite for linguistically-motivated fine grained evaluation of machine translation
Replication of the BERT-EM relation extraction models from the "Matching the Blanks" paper with additional evaluation.
[ACL23] This repository contains the code for our paper "MultiTACRED: A Multilingual Version of the TAC Relation Extraction Dataset"
Neural Vector Conceptualization
Explanation Method for Neural Models in NLP
Ease your training experience on the DFKI GPU cluster :unicorn:
This repository contains the DFKI Product Corpus, a dataset of 174 documents annotated for product and company named entities, and the relation CompanyProvidesProduct.
PyNegEx pypi modular package for negex
Recon is a Java-based tool for the annotation of relations among textual elements and semantic concepts.
RelEx - A simple framework for Relation Extraction built on AllenNLP
[ACL 20] Probing Linguistic Features of Sentence-level Representations in Neural Relation Extraction
Scripts and data to reproduce the experiments of the paper Bhatia et. al 2023, " Semi-supervised learning for Quality Estimation of Machine Translation" - MT Summit 2023
State-of-the-art Information Extraction
Corpus MobASA: a German-language corpus of tweets annotated with their relevance for public transportation, and with sentiment towards aspects related to barrier-free travel.
A dataset of almost 2600 German-language documents which has been annotated with fine-grained geo-entities, standard named entity types, and a set of 15 traffic- and industry-related relations.
Code and data for the ACL 2023 NLReasoning Workshop paper "Saliency Map Verbalization: Comparing Feature Importance Representations from Model-free and Instruction-based Methods" (Feldhus et al., 2023)
A corpus consisting of German sentences, annotated with subjective complexity ratings by two target groups
[ACL 20] TACRED Revisited: A Thorough Evaluation of the TACRED Relation Extraction Task
Collection of NLP model explanations and accompanying analysis tools
[AKBC 19] Improving Relation Extraction by Pre-trained Language Representations
Extend the scikit-learn classification report with custom weighting schemes.
Bachelor Thesis: "Investigating weak supervision for the extraction of mobility relations and events in German text"