33 citations · 113 across the 33 of their papers we have counts for
4 papers · 1 filter
Multiview Contextual Commonsense Inference: A New Dataset and Task
Siqi Shen, Deepanway Ghosal, Navonil Majumder +3
Contextual commonsense inference is the task of generating various types of explanations around the events in a dyadic dialogue, including cause, motivation, emotional reaction, an…
Two is Better than Many? Binary Classification as an Effective Approach to Multi-Choice Question Answering
Deepanway Ghosal, Navonil Majumder, Rada Mihalcea +1
We propose a simple refactoring of multi-choice question answering (MCQA) tasks as a series of binary classifications. The MCQA task is generally performed by scoring each (questio…
Generating Intermediate Steps for NLI with Next-Step Supervision
Deepanway Ghosal, Somak Aditya, Monojit Choudhury
The Natural Language Inference (NLI) task often requires reasoning over multiple steps to reach the conclusion. While the necessity of generating such intermediate steps (instead o…
CICERO: A Dataset for Contextualized Commonsense Inference in Dialogues
Deepanway Ghosal, Siqi Shen, Navonil Majumder +2
This paper addresses the problem of dialogue reasoning with contextualized commonsense inference. We curate CICERO, a dataset of dyadic conversations with five types of utterance-l…