What Will it Take to Fix Benchmarking in Natural Language Understanding? Apr 5, 2021 Benchmarking Natural Language Understanding
— Unverified Intent Detection and Slot Filling for Vietnamese Apr 5, 2021 Intent Classification and Slot Filling Intent Detection
Code Code Available Exploring Transformers in Emotion Recognition: a comparison of BERT, DistillBERT, RoBERTa, XLNet and ELECTRA Apr 5, 2021 Emotion Recognition Natural Language Understanding
— Unverified Discrete Reasoning Templates for Natural Language Understanding Apr 5, 2021 Natural Language Understanding Reading Comprehension
— Unverified Semantic Distance: A New Metric for ASR Performance Analysis Towards Spoken Language Understanding Apr 5, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Intent Recognition and Unsupervised Slot Identification for Low Resourced Spoken Dialog Systems Apr 3, 2021 Data Augmentation General Classification
— Unverified Multi-task Learning Using a Combination of Contextualised and Static Word Embeddings for Arabic Sarcasm Detection and Sentiment Analysis Apr 1, 2021 Multi-Task Learning Natural Language Understanding
— Unverified How Certain is Your Transformer? Apr 1, 2021 Natural Language Understanding Point Processes
Code Code Available Is the Understanding of Explicit Discourse Relations Required in Machine Reading Comprehension? Apr 1, 2021 Machine Reading Comprehension Natural Language Understanding
Code Code Available Is Supervised Syntactic Parsing Beneficial for Language Understanding Tasks? An Empirical Investigation Apr 1, 2021 Language Modeling Language Modelling
— Unverified Low-Resource Language Modelling of South African Languages Apr 1, 2021 Language Modelling Natural Language Understanding
Code Code Available Collaborative construction of lexicographic and parallel datasets for African languages: first assessment Mar 30, 2021 Natural Language Understanding
— Unverified Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web Mar 29, 2021 Entity Embeddings Graph Learning
— Unverified Industry Scale Semi-Supervised Learning for Natural Language Understanding Mar 29, 2021 intent-classification Intent Classification
— Unverified Retraining DistilBERT for a Voice Shopping Assistant by Using Universal Dependencies Mar 29, 2021 Language Modeling Language Modelling
— Unverified Are Multilingual Models Effective in Code-Switching? Mar 24, 2021 named-entity-recognition Named Entity Recognition
— Unverified The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Mar 23, 2021 Information Retrieval Knowledge Distillation
— Unverified Contextual Biasing of Language Models for Speech Recognition in Goal-Oriented Conversational Agents Mar 18, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Structure Inducing Pre-Training Mar 18, 2021 Descriptive Inductive Bias
Code Code Available GLM: General Language Model Pretraining with Autoregressive Blank Infilling Mar 18, 2021 Abstractive Text Summarization Classification
Code Code Available GPT Understands, Too Mar 18, 2021 Knowledge Probing Language Modeling
Code Code Available Robustly Optimized and Distilled Training for Natural Language Understanding Mar 16, 2021 Knowledge Distillation Machine Reading Comprehension
— Unverified Reweighting Augmented Samples by Minimizing the Maximal Expected Loss Mar 16, 2021 Data Augmentation Image Augmentation
Code Code Available Multilingual Code-Switching for Zero-Shot Cross-Lingual Intent Prediction and Slot Filling Mar 13, 2021 Natural Language Understanding slot-filling
Code Code Available LightMBERT: A Simple Yet Effective Method for Multilingual BERT Distillation Mar 11, 2021 Natural Language Understanding XLM-R
— Unverified Meta-Learning with MAML on Trees Mar 8, 2021 Cross-Lingual Natural Language Inference Cross-Lingual Transfer
— Unverified Empathetic BERT2BERT Conversational Model: Learning Arabic Language Generation with Little Data Mar 7, 2021 Decoder Empathetic Response Generation
Code Code Available Syntax-BERT: Improving Pre-trained Transformers with Syntax Trees Mar 7, 2021 Natural Language Understanding
Code Code Available Overcoming Poor Word Embeddings with Word Definitions Mar 5, 2021 Natural Language Inference Natural Language Understanding
— Unverified Neural model robustness for skill routing in large-scale conversational AI systems: A design choice exploration Mar 4, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Natural Language Understanding for Argumentative Dialogue Systems in the Opinion Building Domain Mar 3, 2021 Natural Language Understanding STS
— Unverified A Linguistic Study on Relevance Modeling in Information Retrieval Mar 1, 2021 Information Retrieval Natural Language Understanding
— Unverified N-Shot Learning for Augmenting Task-Oriented Dialogue State Tracking Feb 27, 2021 Data Augmentation Dialogue State Tracking
— Unverified Learning Transferable Visual Models From Natural Language Supervision Feb 26, 2021 Action Recognition Benchmarking
Code Code Available Evaluate On-the-job Learning Dialogue Systems and a Case Study for Natural Language Understanding Feb 26, 2021 Natural Language Understanding
— Unverified Chess as a Testbed for Language Model State Tracking Feb 26, 2021 Game of Chess Language Modeling
Code Code Available From Universal Language Model to Downstream Task: Improving RoBERTa-Based Vietnamese Hate Speech Detection Feb 24, 2021 Hate Speech Detection Language Modeling
— Unverified MixUp Training Leads to Reduced Overfitting and Improved Calibration for the Transformer Architecture Feb 22, 2021 Data Augmentation Natural Language Understanding
— Unverified Joint Intent Detection And Slot Filling Based on Continual Learning Model Feb 22, 2021 Continual Learning Intent Detection
— Unverified A Relational Tsetlin Machine with Applications to Natural Language Understanding Feb 22, 2021 Natural Language Understanding Question Answering
— Unverified UniT: Multimodal Multitask Learning with a Unified Transformer Feb 22, 2021 Decoder Multimodal Reasoning
Code Code Available Evolving Attention with Residual Convolutions Feb 20, 2021 image-classification Image Classification
Code Code Available Have Attention Heads in BERT Learned Constituency Grammar? Feb 16, 2021 Natural Language Inference Natural Language Understanding
— Unverified Do as I mean, not as I say: Sequence Loss Training for Spoken Language Understanding Feb 12, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Speech-language Pre-training for End-to-end Spoken Language Understanding Feb 11, 2021 Decoder Language Modeling
— Unverified A Metamodel and Framework for Artificial General Intelligence From Theory to Practice Feb 11, 2021 BIG-bench Machine Learning Federated Learning
— Unverified Training Vision Transformers for Image Retrieval Feb 10, 2021 image-classification Image Classification
Code Code Available Statistically Profiling Biases in Natural Language Reasoning Datasets and Models Feb 9, 2021 Multiple-choice Natural Language Understanding
— Unverified A Hybrid Task-Oriented Dialog System with Domain and Task Adaptive Pretraining Feb 8, 2021 dialog state tracking Natural Language Understanding
— Unverified The Singleton Fallacy: Why Current Critiques of Language Models Miss the Point Feb 8, 2021 Natural Language Understanding Position
— Unverified 