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07/06/2023
Lost in the Middle: How Language Models Use Long Contexts
While recent language models have the ability to take long contexts as i...
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05/23/2023
Anchor Prediction: Automatic Refinement of Internet Links
Internet links enable users to deepen their understanding of a topic by ...
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04/19/2023
Evaluating Verifiability in Generative Search Engines
Generative search engines directly generate responses to user queries, a...
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10/12/2022
Are Sample-Efficient NLP Models More Robust?
Recent work has observed that pre-trained models have higher out-of-dist...
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09/15/2021
Making Heads and Tails of Models with Marginal Calibration for Sparse Tagsets
For interpreting the behavior of a probabilistic model, it is useful to ...
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04/17/2021
Identifying the Limits of Cross-Domain Knowledge Transfer for Pretrained Models
There is growing evidence that pretrained language models improve task-s...
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02/01/2021
Can Small and Synthetic Benchmarks Drive Modeling Innovation? A Retrospective Study of Question Answering Modeling Approaches
Datasets are not only resources for training accurate, deployable system...
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04/30/2020
Lexical Semantic Recognition
Segmentation and (segment) labeling are generally treated separately in ...
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04/06/2020
Evaluating NLP Models via Contrast Sets
Standard test sets for supervised learning evaluate in-distribution gene...
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08/16/2019
Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning
Machine comprehension of texts longer than a single sentence often requi...
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04/04/2019
Inoculation by Fine-Tuning: A Method for Analyzing Challenge Datasets
Several datasets have recently been constructed to expose brittleness in...
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03/21/2019
Linguistic Knowledge and Transferability of Contextual Representations
Contextual word representations derived from large-scale neural language...
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08/16/2018
Augmenting Statistical Machine Translation with Subword Translation of Out-of-Vocabulary Words
Most statistical machine translation systems cannot translate words that...
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05/29/2018
LSTMs Exploit Linguistic Attributes of Data
While recurrent neural networks have found success in a variety of natur...
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07/19/2017