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Determining the plausibility of causal relations between clauses is a commonsense reasoning task that requires complex inference ability.
Openhownet: An Open Sememe-based Lexical Knowledge Base
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RoBERTa: A Robustly Optimized BERT Pretraining Approach
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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
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Optimization, Learning and Natural Algorithms
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Unsupervised Commonsense Question Answering with Self-Talk
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Pre-training Is (Almost) All You Need: An Application to Commonsense Reasoning
Tamborrino, A.; Pellicano, N.; Pannier, B.; Voitot, P.; and Naudin, L. 2020 · 2004
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Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models
Iter, D.; Guu, K.; Lansing, L.; and Jurafsky, D. 2020 · 2005
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The Penn Discourse TreeBank 2.0
Prasad, R.; Dinesh, N.; Lee, A.; Miltsakaki, E.; Robaldo, L.; Joshi, A. K.; and Webber, B. L. 2008 · 2008
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Metaheuristics: From Design to Implementation , volume 74
Talbi, E.-G. 2009 · 2009
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Implicit Causality Bias in English: A Corpus of 300 Verbs
Ferstl, E. C.; Garnham, A.; and Manouilidou, C. 2011 · 2011
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Commonsense Causal Reasoning using Millions of Personal Stories
Gordon, A. S.; Bejan, C. A.; and Sagae, K. 2011 · 2011
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Choice of Plausible Alternatives: An Evaluation of Commonsense Causal Reasoning
Roemmele, M.; Bejan, C. A.; and Gordon, A. S. 2011 · 2011
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UTDHLT: COPACETIC System for Choosing Plausible Alternatives
Goodwin, T.; Rink, B.; Roberts, K.; and Harabagiu, S. 2012 · 2012
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Analogical Chaining with Natural Language Instruction for Commonsense Reasoning
Blass, J. A.; and Forbus, K. D. 2017 · 2017
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SupWSD: A Flexible Toolkit for Supervised Word Sense Disambiguation
Papandrea, S.; Raganato, A.; and Bovi, C. D. 2017 · 2017
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Learning Fine-grained Knowledge about Contingent Relations between Everyday Events
Rahimtoroghi, E.; Hernandez, E.; and Walker, M. A. 2017 · 2017
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
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OpenWebText Corpus
Gokaslan, A.; and Cohen, V. 2019 · 2019
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When Choosing Plausible Alternatives, Clever Hans can be Clever
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On the Information conveyed by Discourse Markers
Asr, F. T.; and Demberg, V. 2013 · 2013
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Using Asymmetric Associations for Commonsense Causality Detection
Jabeen, S.; Gao, X.; and Andreae, P. 2014 · 2014
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A PDTB-styled End-to-End Discourse Parser
Lin, Z.; Ng, H. T.; and Kan, M.-Y. 2014 · 2014
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Tackling Benchmark Problems of Commonsense Reasoning
Furbach, U.; Gordon, A. S.; and Schon, C. 2015 · 2015
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Commonsense Reasoning meets Theorem Proving
Furbach, U.; and Schon, C. 2016 · 2016
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Kavumba, P.; Inoue, N.; Heinzerling, B.; Singh, K.; Reisert, P.; and Inui, K. 2019 · 2019
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Learning to Rank for Plausible Plausibility
Li, Z.; Chen, T.; and Van Durme, B. 2019 · 2019
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Commonsense reasoning using path analysis on semantic networks
Mtarji, A. 2019 · 2019
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Language Models are Unsupervised Multitask Learners
Radford, A.; Wu, J.; Child, R.; Luan, D.; Amodei, D.; and Sutskever, I. 2019 · 2019
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Commonsense Reasoning using Theorem Proving and Machine Learning
Siebert, S.; Schon, C.; and Stolzenburg, F. 2019 · 2019
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Word-level Textual Adversarial Attacking as Combinatorial Optimization
Zang, Y.; Qi, F.; Yang, C.; Liu, Z.; Zhang, M.; Liu, Q.; and Sun, M. 2020 · 2020
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