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05/26/2023
RAMP: Retrieval and Attribute-Marking Enhanced Prompting for Attribute-Controlled Translation
Attribute-controlled translation (ACT) is a subtask of machine translati...
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12/20/2022
(QA)^2: Question Answering with Questionable Assumptions
Naturally-occurring information-seeking questions often contain question...
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10/15/2021
BBQ: A Hand-Built Bias Benchmark for Question Answering
It is well documented that NLP models learn social biases present in the...
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06/01/2021
Comparing Test Sets with Item Response Theory
Recent years have seen numerous NLP datasets introduced to evaluate the ...
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05/26/2020
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too
Intermediate-task training has been shown to substantially improve pretr...
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05/01/2020
Intermediate-Task Transfer Learning with Pretrained Models for Natural Language Understanding: When and Why Does It Work?
While pretrained models such as BERT have shown large gains across natur...
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03/04/2020
jiant: A Software Toolkit for Research on General-Purpose Text Understanding Models
We introduce jiant, an open source toolkit for conducting multitask and ...
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11/27/2019
Do Attention Heads in BERT Track Syntactic Dependencies?
We investigate the extent to which individual attention heads in pretrai...
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10/03/2019
Generalized Inner Loop Meta-Learning
Many (but not all) approaches self-qualifying as "meta-learning" in deep...
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09/22/2019
Inducing Constituency Trees through Neural Machine Translation
Latent tree learning(LTL) methods learn to parse sentences using only in...
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09/05/2019
Investigating BERT's Knowledge of Language: Five Analysis Methods with NPIs
Though state-of-the-art sentence representation models can perform tasks...
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07/21/2019
The Unbearable Weight of Generating Artificial Errors for Grammatical Error Correction
In recent years, sequence-to-sequence models have been very effective fo...
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08/29/2018
Grammar Induction with Neural Language Models: An Unusual Replication
A substantial thread of recent work on latent tree learning has attempte...
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04/12/2018