8 citations · 32 across the 9 of their papers we have counts for
4 papers · 1 filter
Rethinking Self-Attention: Towards Interpretability in Neural Parsing
Khalil Mrini, Franck Dernoncourt, Quan Tran +3
Attention mechanisms have improved the performance of NLP tasks while allowing models to remain explainable. Self-attention is currently widely used, however interpretability is di…
Analyzing Sentence Fusion in Abstractive Summarization
Logan Lebanoff, John Muchovej, Franck Dernoncourt +4
While recent work in abstractive summarization has resulted in higher scores in automatic metrics, there is little understanding on how these systems combine information taken from…
Scoring Sentence Singletons and Pairs for Abstractive Summarization
Logan Lebanoff, Kaiqiang Song, Franck Dernoncourt +4
When writing a summary, humans tend to choose content from one or two sentences and merge them into a single summary sentence. However, the mechanisms behind the selection of one o…
Creative Procedural-Knowledge Extraction From Web Design Tutorials
Longqi Yang, Chen Fang, Hailin Jin +2
Complex design tasks often require performing diverse actions in a specific order. To (semi-)autonomously accomplish these tasks, applications need to understand and learn a wide r…