Publikation
Usaar-sheffield: Semantic textual similarity with deep regression and machine translation evaluation metrics
Liling Tan; Carolina Scarton; Lucia Specia; Josef van Genabith
In: Proceedings of the 9th international workshop on semantic evaluation (SemEval 2015). International Workshop on Semantic Evaluation (SemEval-2015), 9th, June 4-5, Denver, Colorade, USA, Pages 85-89, 2015.
Zusammenfassung
This paper describes the USAARSHEFFIELD systems that participated in the Semantic
Textual Similarity (STS) English task of SemEval-2015. We extend the work on using
machine translation evaluation metrics in the STS task. Different from previous approaches,
we regard the metrics' robustness across different text types and conflate the training data
across different subcorpora. In addition, we introduce a novel deep regressor architecture
and evaluated its efficiency in the STS task.