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06/24/2022
Approximating 1-Wasserstein Distance with Trees
Wasserstein distance, which measures the discrepancy between distributio...
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05/25/2022
ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection
Hate speech detection is complex; it relies on commonsense reasoning, kn...
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05/03/2022
Improving In-Context Few-Shot Learning via Self-Supervised Training
Self-supervised pretraining has made few-shot learning possible for many...
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12/20/2021
Efficient Large Scale Language Modeling with Mixtures of Experts
Mixture of Experts layers (MoEs) enable efficient scaling of language mo...
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12/20/2021
Few-shot Learning with Multilingual Language Models
Large-scale autoregressive language models such as GPT-3 are few-shot le...
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11/26/2021
Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs
Do language models have beliefs about the world? Dennett (1995) famously...
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09/08/2021
Fixed Support Tree-Sliced Wasserstein Barycenter
The Wasserstein barycenter has been widely studied in various fields, in...
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04/13/2020
ProFormer: Towards On-Device LSH Projection Based Transformers
At the heart of text based neural models lay word representations, which...
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03/01/2020
Environment-agnostic Multitask Learning for Natural Language Grounded Navigation
Recent research efforts enable study for natural language grounded navig...
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12/14/2019
SemEval-2013 Task 2: Sentiment Analysis in Twitter
In recent years, sentiment analysis in social media has attracted a lot ...
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11/23/2019
SemEval-2010 Task 8: Multi-Way Classification of Semantic Relations Between Pairs of Nominals
In response to the continuing research interest in computational semanti...
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11/23/2019
SemEval-2013 Task 4: Free Paraphrases of Noun Compounds
In this paper, we describe SemEval-2013 Task 4: the definition, the data...
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08/14/2019
On the Robustness of Projection Neural Networks For Efficient Text Representation: An Empirical Study
Recently, there has been strong interest in developing natural language ...
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06/04/2019
Transferable Neural Projection Representations
Neural word representations are at the core of many state-of-the-art nat...
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11/10/2017
Neural Skill Transfer from Supervised Language Tasks to Reading Comprehension
Reading comprehension is a challenging task in natural language processi...
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09/12/2017