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1st and 2nd Workshops on Natural Logic Meets Machine Learning (NALOMA)

PROGRAM

Sunday, July 12, 2020

4:20–4:30Opening Remarks
Larry Moss
4:30–5:30Invited Talk: Reasoning with Implicatives: Modular and Compositional Learning for Language Understanding
Lauri Karttunen and Ignacio Cases
5:40–6:20Research Exchange

Monday, July 13, 2020

8:45–9:20Learning General Event Schemas with Episodic Logic
Lane Lawley, Benjamin Kuehnert and Lenhart Schubert
9:20–9:55Applied Medical Code Mapping with Character-based Deep Learning Models and Word-based Logic
John Langton and Krishna Srihasam
9:55–10:10Coffee Break
10:10–10:45Learning lexical knowledge with Natural Tableau
Lasha Abzianidze

Tuesday, July 14, 2020

8:45–9:45Invited Talk: Linguistic Semantics and Contemporary NLI
Mark Steedman
9:45–10:00Coffee Break
10:00–10:45Formalizations and Implementations of Monotonicity Reasoning
Larry Moss

Wednesday, July 15, 2020

8:45–9:20Investigating the Generalization Ability of Neural Models through Monotonicity Reasoning
Hitomi Yanaka
9:20–9:55Attentive Tree-structured Network for Monotonicity Reasoning
Zeming Chen
9:55–10:10Coffee Break
10:10–10:45Using Monotonicity for Natural Language Inference
Hai Hu

Thursday, July 16, 2020

8:45–9:45Invited Talk: "I don’t know what you mean" semantics is hard: Challenges in evaluation of semantic phenomena
Ellie Pavlick
9:45–10:00Coffee Break
10:00–10:45NLI Data and Annotations: a Look Behind the Scenes
Aikaterini-Lida Kalouli

Friday, July 17, 2020

8:45–9:20Transferring Representations of Logical Connectives
Aaron Traylor, Ellie Pavlick and Roman Feiman
9:20–9:55Monotonic Inference for Underspecified Episodic Logic
Gene Kim, Mandar Juvekar and Lenhart Schubert
9:55–10:45Panel discussion and Closing remarks

Wednesday, June 16, 2021

14:30–14:45Welcome and Opening Remarks
Aikaterini-Lida Kalouli and Larry Moss
14:45–15:10Do Neural Models Learn Transitivity of Veridical Inference?
Hitomi Yanaka, Koji Mineshima and Kentaro Inui
15:10–15:35Does Logic-based Reasoning Work for Dutch?
Lasha Abzianidze and Konstantinos Kogkalidis
15:35–16:00Supporting Context Monotonicity Abstractions in Neural NLI Models
Julia Rozanova, Deborah Ferreira, Mokanarangan Thayaparan, Marco Valentino and André Freitas
16:00–16:45Invited Talk: Expanding Natural Language Inference
Benjamin Van Durme
16:45–17:15(Coffee/Lunch/Dinner) Break
17:15–17:40Bayesian Classification and Inference in a Probabilistic Type Theory with Records
Staffan Larsson and Robin Cooper
17:40–18:05From compositional semantics to Bayesian pragmatics via logical inference
Julian Grove, Jean-Philippe Bernardy and Stergios Chatzikyriakidis
18:05–18:30A (Mostly) Symbolic System for Monotonic Inference with Unscoped Episodic Logical Forms
Gene Kim, Mandar Juvekar, Junis Ekmekciu, Viet Duong and Lenhart Schubert
18:30–19:15Invited Talk: Natural Language Inference: Challenges and Opportunities
Vered Shwartz
19:15–20:00Panel discussion and Closing remarks