Papers for Script Event

Papers for script learning and event representation learning

Survey

Han, et al., A survey of script learning, FITEE'2021. [PDF]

Dataset

MCNC: Granroth-Wilding and Clark, What Happens Next? Event Prediction Using a Compositional Neural Network Model, AAAI'2016. [PDF][code and modification]

Note: Lv (2019) and Lee (2019) use different tools (Stanford CoreNLP) with Granroth-Wilding (2016), so results are not directly comparable.

Origin of script

Schank and Abelson, Scripts, plans, goals and understanding, 1977

Research line on script learning

Chambers and Jurafsky, Unsupervised Learning of Narrative Event Chains, ACL'2008. [PDF]
Chambers and Jurafsky, Unsupervised Learning of Narrative Schemas and their Participants, ACL'2009. [PDF]
Jans, et al., Skip n-grams and Ranking Functions for Predicting Script Events, EACL'2012. [PDF]
Balasubramanian, et al., Generating Coherent Event Schemas at Scale, EMNLP'2013. [PDF]
Pichotta and Mooney, Statistical Script Learning with Multi-Argument Events, EACL'2014. [PDF]
Rudinger, et al., Script Induction as Language Modeling, EMNLP'2015. [PDF]
Pichotta and Mooney, Learning Statistical Scripts with LSTM Recurrent Neural Networks, AAAI'2016. [PDF]
Granroth-Wilding and Clark, What Happens Next? Event Prediction Using a Compositional Neural Network Model, AAAI'2016. [PDF][Code]
Wang, et al., Integrating Order Information and Event Relation for Script Event Prediction, EMNLP'2017. [PDF][Code]
Li, et al., Constructing Narrative Event Evolutionary Graph for Script Event Prediction, IJCAI'2018. [PDF][Code]
Lee and Goldwasser, Multi-Relational Script Learning for Discourse Relations, ACL'2019. [PDF][Code]
Lv, et al., SAM-Net: Integrating event-level and chain-level attentions to predict what happens next, AAAI'2019. [PDF]
Zheng, et al., Incorporating scenario knowledge into a unified fine-tuning architecture for event representation, SIGIR'2020. [PDF]
Lv, et al., Integrating External Event Knowledge for Script Learning, COLING'2020. [PDF]
Lee, et al., Weakly-supervised modeling of contextualized event embedding for discourse relations, EMNLP'2020 findings. [PDF][Code]
Bai, et al., Integrating Deep Event-Level and Script-Level Information for Script Event Prediction, EMNLP'2021. [PDF][Code]
Wang, et al., Incorporating Circumstances into Narrative Event Prediction, EMNLP'2021 findings. [PDF][Code]

Research line on event representation learning

Modi and Titov, Learning Semantic Script Knowledge with Event Embeddings, ICLR'2013 workshop. [PDF]
Modi, Event Embeddings for Semantic Script Modeling, CoNLL'2016. [PDF]
Weber, et al., Event Representations with Tensor-Based Compositions, AAAI'2018. [PDF][Code]
Lee and Goldwasser, FEEL: Featured Event Embedding Learning, AAAI'2018. [PDF]
Ding, et al., Event Representation Learning Enhanced with External Commonsense Knowledge, EMNLP'2019. [PDF][Code]

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