Towards Human-Centered Summarization: A Case Study on Financial News

no code implementations • EACL (HCINLP) 2021 • Tatiana Passali, Alexios Gidiotis, Efstathios Chatzikyriakidis, Grigorios Tsoumakas

In order to overcome these issues, we reconsider the task of summarization from a human-centered perspective.

Text Summarization

LARD: Large-scale Artificial Disfluency Generation

1 code implementation • LREC 2022 • Tatiana Passali, Thanassis Mavropoulos, Grigorios Tsoumakas, Georgios Meditskos, Stefanos Vrochidis

In addition, we release a new large-scale dataset with disfluencies that can be used on four different tasks: disfluency detection, classification, extraction, and correction.

Topic-Aware Evaluation and Transformer Methods for Topic-Controllable Summarization

1 code implementation • 9 Jun 2022 • Tatiana Passali, Grigorios Tsoumakas

Furthermore, existing methods built upon recurrent architectures, which can significantly limit their performance compared to more recent Transformer-based architectures, while they also require modifications to the model's architecture for controlling the topic.