otherentity ID: artifacts

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AbstractRecent work establishes dataset difficulty and removes annotation artifacts via partial-input baselines (e.g., hypothesis-only model for SNLI or question-only model for VQA). A successful partial-input baseline indicates that the dataset …...

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Reverse Engineering Configurations of Neural Text Generation Models

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AbstractRecent advances in neural text generation modeling have resulted in a number of societal concerns related to how such approaches might be used in malicious ways. It is therefore desirable …...

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Translation Artifacts in Cross-lingual Transfer Learning

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AbstractBoth human and machine translation play a central role in cross-lingual transfer learning: many multilingual datasets have been created through professional translation services, and using machine translation to translate either …...

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