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Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence ...
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Preface: SCiL 2019 Editors’ Note
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In: Proceedings of the Society for Computation in Linguistics (2019)
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Evaluating Syntactic Properties of Seq2seq Output with a Broad Coverage HPSG: A Case Study on Machine Translation ...
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Preface: SCiL 2018 Editors’ Note
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In: Proceedings of the Society for Computation in Linguistics (2018)
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Demographic Dialectal Variation in Social Media: A Case Study of African-American English ...
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Posterior calibration and exploratory analysis for natural language processing models ...
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Abstract:
Many models in natural language processing define probabilistic distributions over linguistic structures. We argue that (1) the quality of a model' s posterior distribution can and should be directly evaluated, as to whether probabilities correspond to empirical frequencies, and (2) NLP uncertainty can be projected not only to pipeline components, but also to exploratory data analysis, telling a user when to trust and not trust the NLP analysis. We present a method to analyze calibration, and apply it to compare the miscalibration of several commonly used models. We also contribute a coreference sampling algorithm that can create confidence intervals for a political event extraction task. ... : 15 pages (including supplementary information), proceedings of EMNLP 2015 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.1508.05154 https://arxiv.org/abs/1508.05154
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A framework for (under)specifying dependency syntax without overloading annotators ...
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Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters ...
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Improved Part-of-Speech Tagging for Online Conversational Text with Word Clusters ...
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Predicting a Scientific Community’s Response to an Article ...
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