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Language Models Can See: Plugging Visual Controls in Text Generation


May 05, 2022
Yixuan Su , Tian Lan , Yahui Liu , Fangyu Liu , Dani Yogatama , Yan Wang , Lingpeng Kong , Nigel Collier

* 20 pages, 5 figures, 5 tables 

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Visual Spatial Reasoning


Apr 30, 2022
Fangyu Liu , Guy Emerson , Nigel Collier

* 16 pages; code and data available at https://github.com/cambridgeltl/visual-spatial-reasoning 

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Exposing Cross-Lingual Lexical Knowledge from Multilingual Sentence Encoders


Apr 30, 2022
Ivan Vulić , Goran Glavaš , Fangyu Liu , Nigel Collier , Edoardo Maria Ponti , Anna Korhonen


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Improving Word Translation via Two-Stage Contrastive Learning


Mar 26, 2022
Yaoyiran Li , Fangyu Liu , Nigel Collier , Anna Korhonen , Ivan Vulić

* ACL 2022 Main 

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A Contrastive Framework for Neural Text Generation


Feb 13, 2022
Yixuan Su , Tian Lan , Yan Wang , Dani Yogatama , Lingpeng Kong , Nigel Collier

* 22 pages, 8 figures, and 8 tables 

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TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning


Nov 09, 2021
Yixuan Su , Fangyu Liu , Zaiqiao Meng , Lei Shu , Ehsan Shareghi , Nigel Collier

* Work in progress 

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Prix-LM: Pretraining for Multilingual Knowledge Base Construction


Oct 16, 2021
Wenxuan Zhou , Fangyu Liu , Ivan Vulić , Nigel Collier , Muhao Chen


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Rewire-then-Probe: A Contrastive Recipe for Probing Biomedical Knowledge of Pre-trained Language Models


Oct 15, 2021
Zaiqiao Meng , Fangyu Liu , Ehsan Shareghi , Yixuan Su , Charlotte Collins , Nigel Collier


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Visually Grounded Reasoning across Languages and Cultures


Sep 28, 2021
Fangyu Liu , Emanuele Bugliarello , Edoardo Maria Ponti , Siva Reddy , Nigel Collier , Desmond Elliott

* EMNLP 2021; Fangyu and Emanuele contributed equally; MaRVL website: https://marvl-challenge.github.io 

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MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models


Sep 19, 2021
Qianchu Liu , Fangyu Liu , Nigel Collier , Anna Korhonen , Ivan Vulić

* CoNLL 2021 

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