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Evaluation of Deep Learning-Based Automated Detection of Primary Spine Tumors on MRI Using the Turing Test
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In: Front Oncol (2022)
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Exploiting Scene Graphs for Human-Object Interaction Detection ...
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XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages ...
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CrossSum: Beyond English-Centric Cross-Lingual Abstractive Text Summarization for 1500+ Language Pairs ...
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Abstract:
We present CrossSum, a large-scale dataset comprising 1.65 million cross-lingual article-summary samples in 1500+ language-pairs constituting 45 languages. We use the multilingual XL-Sum dataset and align identical articles written in different languages via cross-lingual retrieval using a language-agnostic representation model. We propose a multi-stage data sampling algorithm and fine-tune mT5, a multilingual pretrained model, with explicit cross-lingual supervision with CrossSum and introduce a new metric for evaluating cross-lingual summarization. Results on established and our proposed metrics indicate that models fine-tuned on CrossSum outperforms summarization+translation baselines, even when the source and target language pairs are linguistically distant. To the best of our knowledge, CrossSum is the largest cross-lingual summarization dataset and also the first-ever that does not rely on English as the pivot language. We are releasing the dataset, alignment and training scripts, and the models to ... : Work in progress ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2112.08804 https://dx.doi.org/10.48550/arxiv.2112.08804
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Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection ...
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XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages ...
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XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages
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In: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021), Online, 2 August 2021 (2021)
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Oral microbiota transplantation fights against head and neck radiotherapy-induced oral mucositis in mice
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In: Comput Struct Biotechnol J (2021)
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Knowledge-enriched, Type-constrained and Grammar-guided Question Generation over Knowledge Bases ...
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The influence of initial defect morphology of alveolar ridge on volumetric change of grafted bone following guided bone regeneration in the anterior maxilla region: an exploratory retrospective study
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In: Ann Transl Med (2020)
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