material ID: rationales

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ERASER: A Benchmark to Evaluate Rationalized NLP Models

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AbstractState-of-the-art models in NLP are now predominantly based on deep neural networks that are opaque in terms of how they come to make predictions. This limitation has increased interest in …...

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Rationales for Sequential Predictions

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AbstractSequence models are a critical component of modern NLP systems, but their predictions are difficult to explain. We consider model explanations though rationales, subsets of context that can explain individual …...

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Translation Error Detection as Rationale Extraction

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AbstractRecent Quality Estimation (QE) models based on multilingual pre-trained representations have achieved very competitive results in predicting the overall quality of translated sentences. However, detecting specifically which translated words are …...

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