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08/03/2023
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning
Textual graphs (TGs) are graphs whose nodes correspond to text (sentence...
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06/11/2023
Multi-Source Test-Time Adaptation as Dueling Bandits for Extractive Question Answering
In this work, we study multi-source test-time model adaptation from user...
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05/23/2023
Automatic Model Selection with Large Language Models for Reasoning
Chain-of-Thought and Program-Aided Language Models represent two distinc...
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05/01/2023
Decomposition Enhances Reasoning via Self-Evaluation Guided Decoding
We endow Large Language Models (LLMs) with fine-grained self-evaluation ...
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03/23/2020
Meta Pseudo Labels
Many training algorithms of a deep neural network can be interpreted as ...
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11/11/2019
Self-training with Noisy Student improves ImageNet classification
We present a simple self-training method that achieves 87.4 on ImageNet,...
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04/29/2019
Unsupervised Data Augmentation
Despite its success, deep learning still needs large labeled datasets to...
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10/01/2018
The Profiling Machine: Active Generalization over Knowledge
The human mind is a powerful multifunctional knowledge storage and manag...
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09/25/2018
Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language Generation
Mixture of Softmaxes (MoS) has been shown to be effective at addressing ...
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04/29/2018
From Credit Assignment to Entropy Regularization: Two New Algorithms for Neural Sequence Prediction
In this work, we study the credit assignment problem in reward augmented...
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11/09/2017
Large-scale Cloze Test Dataset Designed by Teachers
Cloze test is widely adopted in language exams to evaluate students' lan...
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05/31/2017
Controllable Invariance through Adversarial Feature Learning
Learning meaningful representations that maintain the content necessary ...
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04/19/2017
An Interpretable Knowledge Transfer Model for Knowledge Base Completion
Knowledge bases are important resources for a variety of natural languag...
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04/15/2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations
We present RACE, a new dataset for benchmark evaluation of methods in th...
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07/14/2015