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- W2950528063 abstract "Humans have the capacity to draw common-sense inferences from natural language: various things that are likely but not certain to hold based on established discourse, and are rarely stated explicitly. We propose an evaluation of automated common-sense inference based on an extension of recognizing textual entailment: predicting ordinal human responses on the subjective likelihood of an inference holding in a given context. We describe a framework for extracting common-sense knowledge from corpora, which is then used to construct a dataset for this ordinal entailment task. We train a neural sequence-to-sequence model on this dataset, which we use to score and generate possible inferences. Further, we annotate subsets of previously established datasets via our ordinal annotation protocol in order to then analyze the distinctions between these and what we have constructed." @default.
- W2950528063 created "2019-06-27" @default.
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- W2950528063 date "2016-11-02" @default.
- W2950528063 modified "2023-09-28" @default.
- W2950528063 title "Ordinal Common-sense Inference" @default.
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- W2950528063 doi "https://doi.org/10.48550/arxiv.1611.00601" @default.
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