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    <abstract>We present DiscoSense, a benchmark for commonsense reasoning via understanding a wide variety of discourse connectives. We generate compelling distractors in DiscoSense using Conditional Adversarial Filtering, an extension of Adversarial Filtering that employs conditional generation. We show that state-of-the-art pre-trained language models struggle to perform well on DiscoSense, which makes this dataset ideal for evaluating next-generation commonsense reasoning systems.</abstract>
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%0 Conference Proceedings
%T DiscoSense: Commonsense Reasoning with Discourse Connectives
%A Bhargava, Prajjwal
%A Ng, Vincent
%Y Goldberg, Yoav
%Y Kozareva, Zornitsa
%Y Zhang, Yue
%S Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing
%D 2022
%8 December
%I Association for Computational Linguistics
%C Abu Dhabi, United Arab Emirates
%F bhargava-ng-2022-discosense
%X We present DiscoSense, a benchmark for commonsense reasoning via understanding a wide variety of discourse connectives. We generate compelling distractors in DiscoSense using Conditional Adversarial Filtering, an extension of Adversarial Filtering that employs conditional generation. We show that state-of-the-art pre-trained language models struggle to perform well on DiscoSense, which makes this dataset ideal for evaluating next-generation commonsense reasoning systems.
%R 10.18653/v1/2022.emnlp-main.703
%U https://aclanthology.org/2022.emnlp-main.703
%U https://doi.org/10.18653/v1/2022.emnlp-main.703
%P 10295-10310

Markdown (Informal)

[DiscoSense: Commonsense Reasoning with Discourse Connectives](https://aclanthology.org/2022.emnlp-main.703) (Bhargava & Ng, EMNLP 2022)

• DiscoSense: Commonsense Reasoning with Discourse Connectives (Bhargava & Ng, EMNLP 2022)

ACL

• Prajjwal Bhargava and Vincent Ng. 2022. DiscoSense: Commonsense Reasoning with Discourse Connectives. In Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, pages 10295–10310, Abu Dhabi, United Arab Emirates. Association for Computational Linguistics.