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1
A Quantitative and Qualitative Analysis of Schizophrenia Language ...
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2
Towards Responsible Natural Language Annotation for the Varieties of Arabic ...
Bergman, A. Stevie; Diab, Mona T.. - : arXiv, 2022
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3
Gender Bias Amplification During Speed-Quality Optimization in Neural Machine Translation ...
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4
Few-shot Learning with Multilingual Language Models ...
Abstract: Large-scale autoregressive language models such as GPT-3 are few-shot learners that can perform a wide range of language tasks without fine-tuning. While these models are known to be able to jointly represent many different languages, their training data is dominated by English, potentially limiting their cross-lingual generalization. In this work, we train multilingual autoregressive language models on a balanced corpus covering a diverse set of languages, and study their few- and zero-shot learning capabilities in a wide range of tasks. Our largest model with 7.5 billion parameters sets new state of the art in few-shot learning in more than 20 representative languages, outperforming GPT-3 of comparable size in multilingual commonsense reasoning (with +7.4% absolute accuracy improvement in 0-shot settings and +9.4% in 4-shot settings) and natural language inference (+5.4% in each of 0-shot and 4-shot settings). On the FLORES-101 machine translation benchmark, our model outperforms GPT-3 on 171 out of 182 ... : 36 pages ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2112.10668
https://dx.doi.org/10.48550/arxiv.2112.10668
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5
AnswerSumm: A Manually-Curated Dataset and Pipeline for Answer Summarization ...
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6
Green NLP panel ...
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7
Detecting Hallucinated Content in Conditional Neural Sequence Generation ...
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8
Gender bias amplification during Speed-Quality optimization in Neural Machine Translation ...
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9
Adapting High-resource NMT Models to Translate Low-resource Related Languages without Parallel Data ...
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10
Discrete Cosine Transform as Universal Sentence Encoder ...
Almarwani, Nada; Diab, Mona. - : arXiv, 2021
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11
Discrete Cosine Transform as Universal Sentence Encoder ...
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12
Detecting Urgency Status of Crisis Tweets: A Transfer Learning Approach for Low Resource Languages ...
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13
DeSePtion: Dual Sequence Prediction and Adversarial Examples for Improved Fact-Checking ...
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14
Mutlitask Learning for Cross-Lingual Transfer of Semantic Dependencies ...
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15
Overview for the Second Shared Task on Language Identification in Code-Switched Data ...
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16
WASA: A Web Application for Sequence Annotation ...
AlGhamdi, Fahad; Diab, Mona. - : arXiv, 2019
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17
Creating a Large Multi-Layered Representational Repository of Linguistic Code Switched Arabic Data ...
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18
Identifying Nuances in Fake News vs. Satire: Using Semantic and Linguistic Cues ...
Levi, Or; Hosseini, Pedram; Diab, Mona. - : arXiv, 2019
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19
Part of speech tagging for code switched data ...
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20
Named Entity Recognition on Code-Switched Data: Overview of the CALCS 2018 Shared Task ...
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