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Language Models Can See: Plugging Visual Controls in Text Generation



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



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



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


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Modality-Balanced Embedding for Video Retrieval



Xun Wang , Bingqing Ke , Xuanping Li , Fangyu Liu , Mingyu Zhang , Xiao Liang , Qiushi Xiao , Yue Yu

* SIGIR, 2022 
* Accepted by SIGIR-2022, short paper 

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Improving Word Translation via Two-Stage Contrastive Learning



Yaoyiran Li , Fangyu Liu , Nigel Collier , Anna Korhonen , Ivan Vulić

* ACL 2022 Main 

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Revisiting Parameter-Efficient Tuning: Are We Really There Yet?



Guanzheng Chen , Fangyu Liu , Zaiqiao Meng , Shangsong Liang


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IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages



Emanuele Bugliarello , Fangyu Liu , Jonas Pfeiffer , Siva Reddy , Desmond Elliott , Edoardo Maria Ponti , Ivan Vulić


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



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



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



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


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