An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction. - Stefan Larson; Anish Mahendran; Joseph J. Peper; Christopher Clarke; Andrew Lee 001; Parker Hill; Jonathan K. Kummerfeld; Kevin Leach; Michael A. Laurenzano; Lingjia Tang; Jason Mars (EMNLP/IJCNLP (1), 2019)

Outlier Detection for Improved Data Quality and Diversity in Dialog Systems. - Stefan Larson; Anish Mahendran; Andrew Lee 001; Jonathan K. Kummerfeld; Parker Hill; Michael A. Laurenzano; Johann Hauswald; Lingjia Tang; Jason Mars (NAACL-HLT (1), 2019)

Inconsistencies in Crowdsourced Slot-Filling Annotations: A Typology and Identification Methods. - Stefan Larson; Adrian Cheung; Anish Mahendran; Kevin Leach; Jonathan K. Kummerfeld (COLING, 2020)

Iterative Feature Mining for Constraint-Based Data Collection to Increase Data Diversity and Model Robustness. - Stefan Larson; Anthony Zheng; Anish Mahendran; Rishi Tekriwal; Adrian Cheung; Eric Guldan; Kevin Leach; Jonathan K. Kummerfeld (EMNLP (1), 2020)