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03/09/2023
Greener yet Powerful: Taming Large Code Generation Models with Quantization
ML-powered code generation aims to assist developers to write code in a ...
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10/26/2022
Multi-lingual Evaluation of Code Generation Models
We present MBXP, an execution-based code completion benchmark in 10+ pro...
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04/18/2021
Generative Context Pair Selection for Multi-hop Question Answering
Compositional reasoning tasks like multi-hop question answering, require...
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01/14/2021
Structured Prediction as Translation between Augmented Natural Languages
We propose a new framework, Translation between Augmented Natural Langua...
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09/15/2020
Augmented Natural Language for Generative Sequence Labeling
We propose a generative framework for joint sequence labeling and senten...
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06/14/2018
Improving Consistency-Based Semi-Supervised Learning with Weight Averaging
Recent advances in deep unsupervised learning have renewed interest in s...
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06/07/2018
Probabilistic FastText for Multi-Sense Word Embeddings
We introduce Probabilistic FastText, a new model for word embeddings tha...
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04/26/2018
Hierarchical Density Order Embeddings
By representing words with probability densities rather than point vecto...
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04/27/2017
Multimodal Word Distributions
Word embeddings provide point representations of words containing useful...
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06/06/2016
Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification
In recent years deep neural networks have achieved great success in sent...
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07/08/2015