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1
A Latent-Variable Model for Intrinsic Probing ...
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2
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality ...
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3
Investigating Failures of Automatic Translation in the Case of Unambiguous Gender ...
Abstract: Transformer based models are the modern work horses for neural machine translation (NMT), reaching state of the art across several benchmarks. Despite their impressive accuracy, we observe a systemic and rudimentary class of errors made by transformer based models with regards to translating from a language that doesn't mark gender on nouns into others that do. We find that even when the surrounding context provides unambiguous evidence of the appropriate grammatical gender marking, no transformer based model we tested was able to accurately gender occupation nouns systematically. We release an evaluation scheme and dataset for measuring the ability of transformer based NMT models to translate gender morphology correctly in unambiguous contexts across syntactically diverse sentences. Our dataset translates from an English source into 20 languages from several different language families. With the availability of this dataset, our hope is that the NMT community can iterate on solutions for this class of ... : 10 pages, 2 figures, 4 tables, submitting to EMNLP 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2104.07838
https://dx.doi.org/10.48550/arxiv.2104.07838
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4
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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5
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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6
Intrinsic Probing through Dimension Selection ...
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7
Information-Theoretic Probing for Linguistic Structure ...
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8
Predicting Declension Class from Form and Meaning ...
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9
Pareto Probing: Trading Off Accuracy for Complexity ...
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10
A Tale of a Probe and a Parser ...
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11
On the Idiosyncrasies of the Mandarin Chinese Classifier System ...
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12
Quantifying the Semantic Core of Gender Systems ...
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13
XNLI: Evaluating Cross-lingual Sentence Representations ...
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14
Verb Argument Structure Alternations in Word and Sentence Embeddings ...
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15
The RepEval 2017 Shared Task: Multi-Genre Natural Language Inference with Sentence Representations ...
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