J
Jonathan Mallinson
Researcher at University of Edinburgh
Publications - 19
Citations - 818
Jonathan Mallinson is an academic researcher from University of Edinburgh. The author has contributed to research in topics: Machine translation & Sentence. The author has an hindex of 8, co-authored 13 publications receiving 592 citations.
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Proceedings ArticleDOI
Paraphrasing Revisited with Neural Machine Translation
TL;DR: This paper revisit bilingual pivoting in the context of neural machine translation and presents a paraphrasing model based purely on neural networks, which represents paraphrases in a continuous space, estimates the degree of semantic relatedness between text segments of arbitrary length, and generates candidate paraphrase for any source input.
Proceedings ArticleDOI
Learning to Paraphrase for Question Answering
TL;DR: The authors use paraphrases as a means of capturing knowledge and present a general framework which learns felicitous paraphrasing for various QA tasks using question-answer pairs as a supervision signal.
Posted Content
Learning to Paraphrase for Question Answering
TL;DR: The authors use paraphrases as a means of capturing knowledge and present a general framework which learns felicitous paraphrasing for various QA tasks using question-answer pairs as a supervision signal.
Proceedings ArticleDOI
Learning Paraphrastic Sentence Embeddings from Back-Translated Bitext
TL;DR: The problem of learning general-purpose, paraphrastic sentence embeddings in the setting of Wieting et al. (2016b) is considered, and neural machine translation is used to generate sentential paraphrases via back-translation of bilingual sentence pairs.
Posted Content
A Simple Recipe for Multilingual Grammatical Error Correction
TL;DR: It is demonstrated that performing a single fine-tuning step on cLang-8 with the off-the-shelf language models yields further accuracy improvements over an already top-performing gT5 model for English.