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OpenFraming: open-sourced tool for computational framing analysis of multilingual data
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"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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Abstract:
We present a simple but effective approach for leveraging Wikipedia for neural machine translation as well as cross-lingual tasks of image captioning and dependency parsing without using any direct supervision from external parallel data or supervised models in the target language. We show that first sentences and titles of linked Wikipedia pages, as well as cross-lingual image captions, are strong signals for a seed parallel data to extract bilingual dictionaries and cross-lingual word embeddings for mining parallel text from Wikipedia. Our final model achieves high BLEU scores that are close to or sometimes higher than strong supervised baselines in low-resource languages; e.g. supervised BLEU of 4.0 versus 12.1 from our model in English-to-Kazakh. Moreover, we tailor our wikily supervised translation models to unsupervised image captioning, and cross-lingual dependency parser transfer. In image captioning, we train a multi-tasking machine translation and image captioning pipeline for Arabic and English ... : To appear in EMNLP 2021 main conference ...
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Keyword:
Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2104.08384 https://arxiv.org/abs/2104.08384
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Majority Voting with Bidirectional Pre-translation For Bitext Retrieval ...
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Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
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Detecting Frames in News Headlines and Lead Images in U.S. Gun Violence Coverage ...
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OpenFraming: Open-sourced Tool for Computational Framing Analysis of Multilingual Data ...
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IndoCollex: A Testbed for Morphological Transformation of Indonesian Word Colloquialism ...
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LAL: linguistically aware learning for scene text recognition
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Learning to scale multilingual representations for vision-language tasks
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Learning to scale multilingual representations for vision-language tasks
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Learning to Scale Multilingual Representations for Vision-Language Tasks ...
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Resolving Pronouns in Twitter Streams: Context can Help! ...
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Winter is here: summarizing Twitter streams related to pre-scheduled events
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Detecting frames in news headlines and its application to analyzing news framing trends surrounding U.S. gun violence
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Learning translations via images with a massively multilingual image dataset
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Learning Translations via Matrix Completion
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In: Conference on Empirical Methods in Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01838532 ; Conference on Empirical Methods in Natural Language Processing, Sep 2017, Copenhagen, Denmark (2017)
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