Semantic parsing with semi-supervised sequential autoencoders by Kočiský, T, Melis, G, Grefenstette, E, Dyer, C, Ling, W, Blunsom, P, Hermann, K

Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models by Wilcox, Ethan, Qian, Peng, Futrell, Richard, Kohita, Ryosuke, Levy, Roger, Ballesteros, Miguel

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Unsupervised multilingual grammar induction by Snyder, Benjamin, Naseem, Tahira, Barzilay, Regina

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In-domain relation discovery with meta-constraints via posterior regularization by Chen, Harr, Benson, Edward Oscar, Naseem, Tahira, Barzilay, Regina

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Learning to win by reading manuals in a Monte-Carlo framework by Branavan, Satchuthanan R., Silver, David, Barzilay, Regina

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An HPSG-based Shared-Grammar for the Chinese Languages: ZHONG [|] by Fan, Zhenzhen, Song, Sanghoun, Bond, Francis

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Learning to refine text based recommendations by Gu, Youyang, Lei, Tao, Barzilay, Regina, Jaakkola, Tommi S

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A graph auto-encoder model of derivational morphology by Hofmann, V, Schütze, H, Pierrehumbert, JB

Detection of steganographic techniques on Twitter by Wilson, A, Blunsom, P, Ker, A

Building an HPSG-based Indonesian resource grammar (INDRA) by Moeljadi, David, Bond, Francis, Song, Sanghoun

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Machines in the media: semantic change in the lexicon of mechanization in 19th-century British newspapers by Pedrazzini, N, McGillivray, B

Reference-aware language models by Yang, Z, Blunsom, P, Dyer, C, Ling, W

An embarrassingly simple method to mitigate undesirable properties of pretrained language model tokenizers by Hofmann, V, Schuetze, H, Pierrehumbert, JB

Hierarchical dirichlet trees for information retrieval by Haffari, G, Teh, Y

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Environmental claim detection by Stammbach, D, Webersinke, N, Bingler, JA, Kraus, M, Leippold, M

A Hierarchical Bayesian Language Model based on Pitman-Yor Processes by Teh, Y, COLING

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Modeling ideological salience and framing in polarized online groups with graph neural networks and structured sparsity by Hofmann, V, Dong, X, Pierrehumbert, J, Schuetze, H

Dynamic contextualized word embeddings by Hofmann, V, Pierrehumbert, JB, Schütze, H

Decoding climate agreement: a graph neural network-based approach to understanding climate dynamics by Su, R, Pierrehumbert, J

Towards persona-based empathetic conversational models by Zhong, Peixiang, Zhang, Chen, Wang, Hao, Liu, Yong, Miao, Chunyan

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