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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 2 of 2 1 Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIs ... Warstadt, Alex; Cao, Yu; Grosu, Ioana. - : arXiv, 2019 BASE Show details 2 BLiMP: The Benchmark of Linguistic Minimal Pairs for English ... Warstadt, Alex; Parrish, Alicia; Liu, Haokun; Mohananey, Anhad; Peng, Wei; Wang, Sheng-Fu; Bowman, Samuel R.. - : arXiv, 2019 Abstract: We introduce The Benchmark of Linguistic Minimal Pairs (shortened to BLiMP), a challenge set for evaluating what language models (LMs) know about major grammatical phenomena in English. BLiMP consists of 67 sub-datasets, each containing 1000 minimal pairs isolating specific contrasts in syntax, morphology, or semantics. The data is automatically generated according to expert-crafted grammars, and aggregate human agreement with the labels is 96.4%. We use it to evaluate n-gram, LSTM, and Transformer (GPT-2 and Transformer-XL) LMs. We find that state-of-the-art models identify morphological contrasts reliably, but they struggle with semantic restrictions on the distribution of quantifiers and negative polarity items and subtle syntactic phenomena such as extraction islands. ... : To appear in TACL ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.1912.00582 https://arxiv.org/abs/1912.00582 BASE Hide details

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