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1
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ...
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2
Improving Word Translation via Two-Stage Contrastive Learning ...
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3
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
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4
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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5
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
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6
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
Liu, Qianchu; Liu, Fangyu; Collier, Nigel. - : Apollo - University of Cambridge Repository, 2021
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7
Visually Grounded Reasoning across Languages and Cultures ...
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8
Learning Domain-Specialised Representations for Cross-Lingual Biomedical Entity Linking ...
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9
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models ...
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10
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
Liu, Fangyu; Vulić, I; Korhonen, Anna-Leena. - : Apollo - University of Cambridge Repository, 2021
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11
Visually Grounded Reasoning across Languages and Cultures ...
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12
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
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13
Visually Grounded Reasoning across Languages and Cultures ...
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14
Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders ...
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15
Self-Alignment Pretraining for Biomedical Entity Representations
Liu, Fangyu; Shareghi, Ehsan; Meng, Zaiqiao. - : Association for Computational Linguistics, 2021. : Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 2021
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16
Upgrading the Newsroom: An Automated Image Selection System for News Articles ...
Abstract: We propose an automated image selection system to assist photo editors in selecting suitable images for news articles. The system fuses multiple textual sources extracted from news articles and accepts multilingual inputs. It is equipped with char-level word embeddings to help both modeling morphologically rich languages, e.g. German, and transferring knowledge across nearby languages. The text encoder adopts a hierarchical self-attention mechanism to attend more to both keywords within a piece of text and informative components of a news article. We extensively experiment with our system on a large-scale text-image database containing multimodal multilingual news articles collected from Swiss local news media websites. The system is compared with multiple baselines with ablation studies and is shown to beat existing text-image retrieval methods in a weakly-supervised learning setting. Besides, we also offer insights on the advantage of using multiple textual sources and multilingual data. ... : Accepted to ACM Transactions on Multimedia Computing Communications and Applications (ACM TOMM) ...
Keyword: Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences; Machine Learning cs.LG; Multimedia cs.MM
URL: https://dx.doi.org/10.48550/arxiv.2004.11449
https://arxiv.org/abs/2004.11449
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17
Upgrading the Newsroom: An Automated Image Selection System for News Articles
In: http://infoscience.epfl.ch/record/280322 (2020)
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