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Homepage2Vec: Language-Agnostic Website Embedding and Classification ...
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Classifying Dyads for Militarized Conflict Analysis
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In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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Cognitive Network Topology and Optimization of the Mental Lexicon ...
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Linguistic effects on news headline success: Evidence from thousands of online field experiments (Registered Report Protocol)
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In: PLoS One (2021)
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On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
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Abstract:
Evaluation of cross-lingual encoders is usually performed either via zero-shot cross-lingual transfer in supervised downstream tasks or via unsupervised cross-lingual textual similarity. In this paper, we concern ourselves with reference-free machine translation (MT) evaluation where we directly compare source texts to (sometimes low-quality) system translations, which represents a natural adversarial setup for multilingual encoders. Reference-free evaluation holds the promise of web-scale comparison of MT systems. We systematically investigate a range of metrics based on state-of-the-art cross-lingual semantic representations obtained with pretrained M-BERT and LASER. We find that they perform poorly as semantic encoders for reference-free MT evaluation and identify their two key limitations, namely, (a) a semantic mismatch between representations of mutual translations and, more prominently, (b) the inability to punish "translationese", i.e., low-quality literal translations. We propose two partial ... : ACL2020 Camera Ready (v3: several small fixes, e.g., Unicode errors) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2005.01196 https://dx.doi.org/10.48550/arxiv.2005.01196
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On the limitations of cross-lingual encoders as exposed by reference-free machine translation evaluation
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Crosslingual Document Embedding as Reduced-Rank Ridge Regression ...
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Causal Effects of Brevity on Style and Success in Social Media ...
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Message Distortion in Information Cascades
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In: http://infoscience.epfl.ch/record/270657 (2019)
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Reverse-Engineering Satire, or "Paper on Computational Humor Accepted despite Making Serious Advances"
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In: http://infoscience.epfl.ch/record/271147 (2019)
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Why the World Reads Wikipedia: Beyond English Speakers
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In: http://infoscience.epfl.ch/record/270302 (2019)
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Crosslingual Document Embedding as Reduced-Rank Ridge Regression
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In: http://infoscience.epfl.ch/record/263893 (2019)
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Churn Intent Detection in Multilingual Chatbot Conversations and Social Media ...
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