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A Latent-Variable Model for Intrinsic Probing ...
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Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality ...
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ANLIzing the Adversarial Natural Language Inference Dataset
In: Proceedings of the Society for Computation in Linguistics (2022)
Abstract: We perform an in-depth error analysis of the Adversarial NLI (ANLI) dataset, a recently introduced large-scale human-and-model-in-the-loop natural language inference dataset collected dynamically over multiple rounds. We propose a fine-grained annotation scheme for the different aspects of inference responsible for the gold classification labels, and use it to hand-code the ANLI development sets in their entirety. We use these annotations to answer a variety of important questions: which models have the highest performance on each inference type, which inference types are most common, and which types are the most challenging for state-of-the-art models? We hope our annotations will enable more fine-grained evaluation of NLI models, and provide a deeper understanding of where models fail (and succeed). Both insights can guide us in training stronger models going forward.
Keyword: annotation; artificial neural networks; Computational Linguistics; corpora; machine learning; natural language inference; natural language understanding; neural networks
URL: https://scholarworks.umass.edu/cgi/viewcontent.cgi?article=1250&context=scil
https://scholarworks.umass.edu/scil/vol5/iss1/4
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Investigating Failures of Automatic Translation in the Case of Unambiguous Gender ...
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On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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Generalising to German Plural Noun Classes, from the Perspective of a Recurrent Neural Network ...
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On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs
In: Transactions of the Association for Computational Linguistics, 9 (2021)
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9
UnNatural Language Inference ...
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Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-training for Little ...
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11
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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12
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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13
Intrinsic Probing through Dimension Selection ...
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14
Information-Theoretic Probing for Linguistic Structure ...
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Information-Theoretic Probing for Linguistic Structure ...
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16
Intrinsic Probing through Dimension Selection ...
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17
Predicting Declension Class from Form and Meaning ...
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18
Predicting declension class from form and meaning
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19
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions
In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)
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20
Pareto Probing: Trading Off Accuracy for Complexity
In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)
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