NLP 和机器学习论文中文翻译
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Big Self-Supervised Models are Strong Semi-Supervised Learners, 2020, 图像领域无监督预训练 + 有监督微调 SimCLR v2
ELECTRA: PRE-TRAINING TEXT ENCODERS AS DISCRIMINATORS RATHER THAN GENERATORS, 2020, ELECTRA 生成器+判别器预训练语言模型
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue, 2020, DialoGLUE：用于面向任务对话的自然语言理解基准
DIET: Lightweight Language Understanding for Dialogue Systems, 2020, Rasa DIET：对话系统的轻量级语言理解
ConveRT: Efficient and Accurate Conversational Representations from Transformers, 2020, ConveRT：基于 Transformer 的高效、准确的会话表示
ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems, 2020, 对话系统工具包 ConLab-2
Poly-encoders: architectures and pre-training strategies for fast and accurate multi-sentence scoring, 2020, 多语句评分 poly-encoder
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence, 2020, 半监督学习 FixMatch
XLNet: Generalized Autoregressive Pretraining for Language Understanding, 2019, xlnet
Unsupervised Data Augmentation for Consistency Training, 2019, 无监督数据的增强 UDA
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks, 2019, 有监督数据的增强 EDA
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks, 2019, sentence-bert
RoBERTa: A Robustly Optimized BERT Pretraining Approach, 2019, 预训练方法优化的 BERT, Roberta
Albert: A Lite Bert For Self-Supervised Learning Of Language Representations, 2019, 内存优化的 BERT，Albert
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction, 2019, Intent Classification dataset
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding, 2018, bert
WAV2LETTER++: THE FASTEST OPEN-SOURCE SPEECH RECOGNITION SYSTEM, 2018, WAV2LETTER++：最快的开源语音识别系统
Attention Is All You Need, 2017, Transformer
Layer Normalization, 2016, 层归一化 Layer Normalization
Gaussian Error Linear Units (GELUs), 2016, 非线性 gelu
Neural Machine Translation of Rare Words with Subword Units, 2016, 子词 subword, BPE
Pointer Networks, 2015, 指针网络 pointer networks
Effective Approaches to Attention-based Neural Machine Translation, 2015
Distilling the Knowledge in a Neural Network, 2015, 知识蒸馏 Knowledge distilling
Neural Machine Translation by Jointly Learning to Align and Translate, 2014, Seq2seq with attention
Convolutional Neural Networks for Sentence Classification, 2014, 文本分类 textcnn
BLEU: a Method for Automatic Evaluation of Machine Translation, 2002, 机器翻译评价指标 bleu