FAQIR – A Frequently Asked Questions Retrieval Test Collection (CROSBI ID 660330)
Prilog sa skupa u časopisu | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Karan, Mladen ; Šnajder, Jan
engleski
FAQIR – A Frequently Asked Questions Retrieval Test Collection
Frequently asked question (FAQ) collections are commonly used across the web to provide information about a specific domain (e.g., services of a company). With respect to traditional information retrieval, FAQ retrieval introduces additional challenges, the main ones being (1) the brevity of FAQ texts and (2) the need for topic-specific knowledge. The primary contribution of our work is a new domain-specific FAQ collection, providing a large number of queries with manually annotated relevance judgments. On this collection, we test several unsupervised baseline models, including both count based and semantic embedding based models, as well as a combined model. We evaluate the performance across different setups and identify potential venues for improvement. The collection constitutes a solid basis for research in supervised machine-learning-based FAQ retrieval.
Frequently asked questions, Information retrieval, Question answering
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Podaci o prilogu
74-81.
2016.
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objavljeno
10.1007/978-3-319-45510-5_9
Podaci o matičnoj publikaciji
Lecture notes in computer science
Sojka, Petr ; Horák, Aleš ; Kopeček, Ivan ; Pala, Karel
Brno: Springer
978-3-319-45510-5
0302-9743
Podaci o skupu
International Conference on Text, Speech, and Dialogue
predavanje
12.09.2016-16.09.2016
Brno, Češka Republika