Recent Publications

August 2018

Christian Abbet Meryem M'hamdi Claudiu Musat Michael Baeriswyl Andreea Hossmann Athanasios Giannakopoulos

Churn Intent Detection in Multilingual Chatbot Conversations and Social Media

We propose a new method to detect when users express the intent to leave a service, also known as churn. While previous work focuses solely on social media, we show that this intent can be detected in chatbot conversations.

February 2018

Andreea Hossmann Vladimir Ilievski Mladen Dimovski Claudiu Musat

Submodularity-Inspired Data Selection for Goal-Oriented Chatbot Training Based on Sentence Embeddings

Spoken language understanding (SLU) systems, such as goal-oriented chatbots or personal assistants, rely on an initial natural language understanding (NLU) module to determine the intent and to extract the relevant information from the user queries they take as input.

February 2018

Andreea Hossmann Michael Baeriswyl Andre Cibils Claudiu Musat

Diverse Beam Search for Increased Novelty in Abstractive Summarization

Text summarization condenses a text to a shorter version while retaining the important informations. Abstractive summarization is a recent development that generates new phrases, rather than simply copying or rephrasing sentences within the original text.

January 2018

Claudiu Musat Andreea Hossmann Michael Baeriswyl Kamil Bennani-Smires

GitGraph - Architecture Search Space Creation through Frequent Computational Subgraph Mining

The dramatic success of deep neural networks across multiple application areas often relies on experts painstakingly designing a network architecture specific to each task. To simplify this process and make it more accessible, an emerging research effort seeks to automate the design.