Q
Qixiang Fang
Researcher at Utrecht University
Publications - 18
Citations - 246
Qixiang Fang is an academic researcher from Utrecht University. The author has contributed to research in topics: Computer science & Medicine. The author has an hindex of 3, co-authored 6 publications receiving 57 citations.
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Journal ArticleDOI
An open source machine learning framework for efficient and transparent systematic reviews
Rens van de Schoot,Jonathan de Bruin,Raoul Schram,Parisa Zahedi,Jan de Boer,Felix Weijdema,Bianca Kramer,Martijn Huijts,Maarten Hoogerwerf,Gerbrich Ferdinands,Albert Harkema,Joukje Willemsen,Yongchao Ma,Qixiang Fang,Sybren Hindriks,Lars Tummers,Daniel L. Oberski +16 more
TL;DR: An open source machine learning-aided pipeline applying active learning: ASReview is developed and it is demonstrated by means of simulation studies that active learning can yield far more efficient reviewing than manual reviewing while providing high quality.
Journal ArticleDOI
Open Source Software for Efficient and Transparent Reviews
Rens van de Schoot,Jonathan de Bruin,Raoul Schram,Parisa Zahedi,Jan de Boer,Felix Weijdema,Bianca Kramer,Martijn Huijts,Maarten Hoogerwerf,Gerbrich Ferdinands,Albert Harkema,Joukje Willemsen,Yongchao Ma,Qixiang Fang,Sybren Hindriks,Lars Tummers,Daniel L. Oberski +16 more
TL;DR: An open source machine learning-aided pipeline applying active learning: ASReview is developed and it is demonstrated by means of simulation studies that ASReview can yield far more efficient reviewing than manual reviewing, while providing high quality.
ASReview: Active learning for systematic reviews
Rens van de Schoot,Jonathan de Bruin,Raoul Schram,Parisa Zahedi,Jan de Boer,Felix Weijdema,Bianca Kramer,Martijn Huijts,Maarten Hoogerwerf,Gerbrich Ferdinands,Albert Harkema,Joukje Willemsen,Yongchao Ma,Qixiang Fang,Lars Tummers,Daniel L. Oberski +15 more
Posted Content
ASReview: Open Source Software for Efficient and Transparent Active Learning for Systematic Reviews.
Rens van de Schoot,Jonathan de Bruin,Raoul Schram,Parisa Zahedi,Jan de Boer,Felix Weijdema,Bianca Kramer,Martijn Huijts,Maarten Hoogerwerf,Gerbrich Ferdinands,Albert Harkema,Joukje Willemsen,Yongchao Ma,Qixiang Fang,Lars Tummers,Daniel L. Oberski +15 more
TL;DR: By using active learning, ASReview can lead to far more efficient reviewing than manual reviewing, while exhibiting adequate quality, and the presented software is fully transparent and open source.
Proceedings ArticleDOI
Missing Information, Unresponsive Authors, Experimental Flaws: The Impossibility of Assessing the Reproducibility of Previous Human Evaluations in NLP
Anya Belz,Craig Thomson,Ehud Reiter,Gavin Abercrombie,J. Alonso-Moral,Mohammad Arvan,Jackie Chi Kit Cheung,Mark Cieliebak,Elizabeth Clark,Kees van Deemter,Tanvi Dinkar,Ondrej Dusek,Steffen Eger,Qixiang Fang,Albert Gatt,Dimitra Gkatzia,Dirk Hovy,Manuela Hurlimann,Takumi Ito,John D. Kelleher,Filip Klubička,Huiyuan Lai,Chris van der Lee,Emiel van Miltenburg,Yiru Li,Saad Mahamood,M. Mieskes,Malvina Nissim,Natalie Parde,Ondvrej Pl'atek,V. Rieser,Pablo Romero,Joel Tetreault,Antonio Toral,Xiao-Yi Wan,Leo Wanner,Lewis J. Watson,Diyi Yang +37 more
TL;DR: In this article , the authors report their efforts in identifying a set of previous human evaluations in NLP that would be suitable for a coordinated study examining what makes human evaluations more/less reproducible.