Comparing Test Sets with Item Response Theory Jun 1, 2021 HellaSwag Natural Language Understanding
— Unverified NewsEmbed: Modeling News through Pre-trained Document Representations Jun 1, 2021 Articles Contrastive Learning
— Unverified HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalization May 31, 2021 Data Augmentation Natural Language Understanding
Code Code Available Defending Pre-trained Language Models from Adversarial Word Substitutions Without Performance Sacrifice May 30, 2021 Adversarial Attack Anomaly Detection
Code Code Available Inspecting the concept knowledge graph encoded by modern language models May 27, 2021 Natural Language Understanding Word Embeddings
— Unverified Improved OOD Generalization via Adversarial Training and Pre-training May 24, 2021 image-classification Image Classification
— Unverified Introducing the Talk Markup Language (TalkML):Adding a little social intelligence to industrial speech interfaces May 24, 2021 Management Natural Language Understanding
— Unverified Language Understanding for Field and Service Robots in a Priori Unknown Environments May 21, 2021 Imitation Learning Natural Language Understanding
— Unverified KLUE: Korean Language Understanding Evaluation May 20, 2021 Dependency Parsing Dialogue State Tracking
Code Code Available Towards Target-dependent Sentiment Classification in News Articles May 20, 2021 Articles Classification
Code Code Available Is Knowledge Embedding Fully Exploited in Language Understanding? An Empirical Study May 16, 2021 Knowledge Graph Completion Knowledge Graphs
— Unverified Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers May 16, 2021 Natural Language Understanding
— Unverified Evaluating Gender Bias in Natural Language Inference May 12, 2021 Natural Language Inference Natural Language Understanding
Code Code Available A Graph Neural Network Approach for Product Relationship Prediction May 12, 2021 Drug Discovery Graph Neural Network
— Unverified News Headline Grouping as a Challenging NLU Task May 12, 2021 Natural Language Understanding
Code Code Available Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech May 10, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified XeroAlign: Zero-Shot Cross-lingual Transformer Alignment May 6, 2021 Multilingual NLP Natural Language Understanding
Code Code Available Towards General Natural Language Understanding with Probabilistic Worldbuilding May 6, 2021 Natural Language Understanding Question Answering
Code Code Available Translation Quality Assessment: A Brief Survey on Manual and Automatic Methods May 5, 2021 Machine Translation Natural Language Understanding
Code Code Available Unreasonable Effectiveness of Rule-Based Heuristics in Solving Russian SuperGLUE Tasks May 3, 2021 Common Sense Reasoning Natural Language Inference
— Unverified RECKONition: a NLP-based system for Industrial Accidents at Work Prevention Apr 29, 2021 Clustering Natural Language Understanding
Code Code Available Multi-class Text Classification using BERT-based Active Learning Apr 27, 2021 Active Learning Classification
— Unverified Semi-supervised Interactive Intent Labeling Apr 27, 2021 Clustering Data Augmentation
— Unverified PanGu-α: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation Apr 26, 2021 Cloze (multi-choices) (Few-Shot) Cloze (multi-choices) (One-Shot)
Code Code Available BERT-CoQAC: BERT-based Conversational Question Answering in Context Apr 23, 2021 Conversational Question Answering Language Modelling
— Unverified Adapting Long Context NLM for ASR Rescoring in Conversational Agents Apr 21, 2021 intent-classification Intent Classification
— Unverified Pre-training for Spoken Language Understanding with Joint Textual and Phonetic Representation Learning Apr 21, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Sattiy at SemEval-2021 Task 9: An Ensemble Solution for Statement Verification and Evidence Finding with Tables Apr 21, 2021 Articles Natural Language Understanding
— Unverified X-METRA-ADA: Cross-lingual Meta-Transfer Learning Adaptation to Natural Language Understanding and Question Answering Apr 20, 2021 Cross-Lingual Transfer Meta-Learning
Code Code Available Extracting Temporal Event Relation with Syntax-guided Graph Transformer Apr 19, 2021 Dependency Parsing Natural Language Understanding
Code Code Available Alexa Conversations: An Extensible Data-driven Approach for Building Task-oriented Dialogue Systems Apr 19, 2021 Dialogue State Tracking Goal-Oriented Dialogue Systems
— Unverified AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages Apr 18, 2021 Cross-Lingual Transfer Natural Language Understanding
Code Code Available Intent Features for Rich Natural Language Understanding Apr 18, 2021 Natural Language Understanding
Code Code Available SciCo: Hierarchical Cross-Document Coreference for Scientific Concepts Apr 18, 2021 coreference-resolution Coreference Resolution
Code Code Available A recipe for annotating grounded clarifications Apr 18, 2021 Natural Language Understanding
— Unverified Sequential Cross-Document Coreference Resolution Apr 17, 2021 coreference-resolution Coreference Resolution
— Unverified On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Apr 16, 2021 Active Learning Natural Language Understanding
Code Code Available A Comparative Study on Collecting High-Quality Implicit Reasonings at a Large-scale Apr 16, 2021 Natural Language Understanding
— Unverified Effect of Visual Extensions on Natural Language Understanding in Vision-and-Language Models Apr 16, 2021 Language Modeling Language Modelling
Code Code Available Lattice-BERT: Leveraging Multi-Granularity Representations in Chinese Pre-trained Language Models Apr 15, 2021 Natural Language Understanding Sentence
Code Code Available Empowering News Recommendation with Pre-trained Language Models Apr 15, 2021 Articles Natural Language Understanding
Code Code Available Natural Language Understanding with Privacy-Preserving BERT Apr 15, 2021 Language Modelling Natural Language Understanding
— Unverified XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation Apr 15, 2021 Cross-Lingual Transfer Diagnostic
Code Code Available K-PLUG: Knowledge-injected Pre-trained Language Model for Natural Language Understanding and Generation in E-Commerce Apr 14, 2021 Decoder Knowledge Base Completion
Code Code Available Zero-Resource Multi-Dialectal Arabic Natural Language Understanding Apr 14, 2021 named-entity-recognition Named Entity Recognition
— Unverified Semantic maps and metrics for science Semantic maps and metrics for science using deep transformer encoders Apr 13, 2021 Natural Language Understanding Navigate
— Unverified Targeted Adversarial Training for Natural Language Understanding Apr 12, 2021 Natural Language Understanding
— Unverified Few-shot Intent Classification and Slot Filling with Retrieved Examples Apr 12, 2021 Classification Few-Shot Learning
— Unverified Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach Apr 11, 2021 Machine Translation Natural Language Understanding
Code Code Available Not All Attention Is All You Need Apr 10, 2021 All Document Classification
— Unverified 