TY - JOUR
AU - 
AB - When asked for travel times, give them in terms of travel by car. How many hours does it take to travel from Addis Ababa to Dessie? Many methods now exist for conditioning About 8 hours. models on task instructions and user-provided Addis Ababa and Dessie are 400km apart by road, and assuming you could average 50kph in a car, the travel time would be about 8 hours. explanations for individual data points. These Illustrative Example #2 methods show great promise for improving What are the names of people in the text? task performance of language models beyond She was in particular interested in Babbage's work on the Analytical Engine. what can be achieved by learning from indi- Lovelace first met him in June 1833, through their mutual friend, and her private tutor, Mary Somerville. vidual (x, y) pairs. In this paper, we (1) pro- Babbage, Lovelace, Mary Somerville. vide a formal framework for characterizing Names will refer to people, who can work on things, meet others, and be approaches to learning from explanation data, tutors. Not all capitalized things are names. Engines are not people, and here June is a date. and (2) we propose a synthetic task for 
TI - When Can Models Learn From Explanations? A Formal Framework for Understanding the Roles of Explanation Data
JF - Proceedings of the First Workshop on Learning with Natural Language Supervision
DO - 10.18653/v1/2022.lnls-1.4
DA - 2022-01-01
UR - https://www.deepdyve.com/lp/unpaywall/when-can-models-learn-from-explanations-a-formal-framework-for-03WS23SusQ
DP - DeepDyve
ER -