Transforming Term Extraction: Transformer-Based Approaches to Multilingual Term Extraction Across Domains

2 code implementations • Findings (ACL) 2021 • Christian Lang, Lennart Wachowiak, Barbara Heinisch, Dagmar Gromann

Term Extraction

CogALex 2.0: Impact of Data Quality on Lexical-Semantic Relation Prediction

1 code implementation • NeurIPS Data-Centric AI Workshop 2021 • Christian Lang, Lennart Wachowiak, Barbara Heinisch, Dagmar Gromann

Predicting lexical-semantic relations between word pairs has successfully been accomplished by pre-trained neural language models.

Hypernym Discovery Relation +1

Towards Learning Terminological Concept Systems from Multilingual Natural Language Text

1 code implementation • 3rd Conference on Language, Data and Knowledge 2021 • Lennart Wachowiak, Christian Lang, Barbara Heinisch, Dagmar Gromann

Terminological Concept Systems (TCS) provide a means of organizing, structuring and representing domain-specific multilingual information and are important to ensure terminological consistency in many tasks, such as translation and cross-border communication.

Relation Extraction Term Extraction +1

CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification

1 code implementation • 12 Dec 2020 • Lennart Wachowiak, Christian Lang, Barbara Heinisch, Dagmar Gromann

We describe our submission to the CogALex-VI shared task on the identification of multilingual paradigmatic relations building on XLM-RoBERTa (XLM-R), a robustly optimized and multilingual BERT model.

Hypernym Discovery Multilingual text classification +3

Electricity Load Forecasting -- An Evaluation of Simple 1D-CNN Network Structures

no code implementations • 26 Nov 2019 • Christian Lang, Florian Steinborn, Oliver Steffens, Elmar W. Lang

This paper presents a convolutional neural network (CNN) which can be used for forecasting electricity load profiles 36 hours into the future.

Load Forecasting