Rethinking Denoised Auto-Encoding in Language Pre-Training Nov 1, 2021 Natural Language Understanding Sentence
— Unverified A Brief Survey and Comparative Study of Recent Development of Pronoun Coreference Resolution in English Nov 1, 2021 coreference-resolution Coreference Resolution
— Unverified On the Role of Corpus Ordering in Language Modeling Nov 1, 2021 Language Acquisition Language Modeling
— Unverified NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM Oct 28, 2021 Knowledge Distillation Natural Language Understanding
— Unverified Ask me in your own words: paraphrasing for multitask question answering Oct 27, 2021 Natural Language Understanding Paraphrase Generation
Code Code Available Improving Non-autoregressive Generation with Mixup Training Oct 21, 2021 Natural Language Understanding Paraphrase Generation
Code Code Available Discontinuous Grammar as a Foreign Language Oct 20, 2021 Machine Translation Natural Language Understanding
Code Code Available Two-stage Voice Application Recommender System for Unhandled Utterances in Intelligent Personal Assistant Oct 19, 2021 Natural Language Understanding Recommendation Systems
— Unverified Newsalyze: Effective Communication of Person-Targeting Biases in News Articles Oct 18, 2021 Articles Natural Language Understanding
— Unverified TableFormer: Robust Transformer Modeling for Table-Text Encoding Oct 16, 2021 Natural Language Understanding
— Unverified Collaborative Multi-Task Representation for Natural Language Understanding Oct 16, 2021 Multi-Task Learning Natural Language Understanding
— Unverified Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher Oct 16, 2021 image-classification Image Classification
— Unverified Robustness Challenges in Model Distillation and Pruning for Natural Language Understanding Oct 16, 2021 Knowledge Distillation Model Compression
— Unverified How Does Data Corruption Affect Natural Language Understanding Models? A Study on GLUE datasets Oct 16, 2021 Natural Language Understanding
— Unverified NeurIPS 2021 Competition IGLU: Interactive Grounded Language Understanding in a Collaborative Environment Oct 13, 2021 Natural Language Understanding Reinforcement Learning (RL)
— Unverified Mention Memory: incorporating textual knowledge into Transformers through entity mention attention Oct 12, 2021 Claim Verification Natural Language Understanding
Code Code Available AutoNLU: Detecting, root-causing, and fixing NLU model errors Oct 12, 2021 Active Learning Natural Language Understanding
— Unverified Evaluating User Perception of Speech Recognition System Quality with Semantic Distance Metric Oct 11, 2021 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design Oct 9, 2021 Chunking In-Context Learning
— Unverified LIDSNet: A Lightweight on-device Intent Detection model using Deep Siamese Network Oct 6, 2021 Intent Detection Natural Language Understanding
— Unverified NaRLE: Natural Language Models using Reinforcement Learning with Emotion Feedback Oct 5, 2021 Deep Reinforcement Learning intent-classification
— Unverified Natural language understanding for logical games Oct 1, 2021 Explainable Artificial Intelligence (XAI) Natural Language Understanding
Code Code Available Structural Persistence in Language Models: Priming as a Window into Abstract Language Representations Sep 30, 2021 Natural Language Understanding Sentence
Code Code Available A Review of Text Style Transfer using Deep Learning Sep 30, 2021 Deep Learning Natural Language Understanding
— Unverified Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models Sep 29, 2021 Cross-Lingual Transfer Intent Recognition
Code Code Available Variance Pruning: Pruning Language Models via Temporal Neuron Variance Sep 29, 2021 Natural Language Understanding
— Unverified Pseudo Knowledge Distillation: Towards Learning Optimal Instance-specific Label Smoothing Regularization Sep 29, 2021 image-classification Image Classification
— Unverified Logic Pre-Training of Language Models Sep 29, 2021 Logical Reasoning Machine Reading Comprehension
— Unverified Sparse Attention with Learning to Hash Sep 29, 2021 image-classification Image Classification
— Unverified Using Pause Information for More Accurate Entity Recognition Sep 27, 2021 Natural Language Understanding
— Unverified Knowledge Distillation with Noisy Labels for Natural Language Understanding Sep 21, 2021 Knowledge Distillation Natural Language Understanding
— Unverified Training Dynamic based data filtering may not work for NLP datasets Sep 19, 2021 Memorization Natural Language Understanding
— Unverified Self-training with Few-shot Rationalization: Teacher Explanations Aid Student in Few-shot NLU Sep 17, 2021 Decision Making Natural Language Understanding
— Unverified What Makes Reading Comprehension Questions Difficult? Investigating Variation in Passage Sources and Question Types Sep 17, 2021 Logical Reasoning Multiple-choice
— Unverified CoDA21: Evaluating Language Understanding Capabilities of NLP Models With Context-Definition Alignment Sep 17, 2021 Natural Language Understanding World Knowledge
— Unverified Remixers: A Mixer-Transformer Architecture with Compositional Operators for Natural Language Understanding Sep 17, 2021 Inductive Bias Natural Language Understanding
— Unverified FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Sep 17, 2021 Data Augmentation Few-Shot Learning
— Unverified Fine-Tuned Transformers Show Clusters of Similar Representations Across Layers Sep 17, 2021 Natural Language Understanding
— Unverified Semi-Supervised Few-Shot Intent Classification and Slot Filling Sep 17, 2021 Classification Contrastive Learning
— Unverified ARCH: Efficient Adversarial Regularized Training with Caching Sep 15, 2021 Machine Translation Natural Language Understanding
Code Code Available The Unreasonable Effectiveness of the Baseline: Discussing SVMs in Legal Text Classification Sep 15, 2021 Natural Language Understanding text-classification
— Unverified Can Machines Read Coding Manuals Yet? -- A Benchmark for Building Better Language Models for Code Understanding Sep 15, 2021 Natural Language Understanding
Code Code Available Task-adaptive Pre-training and Self-training are Complementary for Natural Language Understanding Sep 14, 2021 named-entity-recognition Named Entity Recognition
— Unverified GradTS: A Gradient-Based Automatic Auxiliary Task Selection Method Based on Transformer Networks Sep 13, 2021 GPU Multi-Task Learning
— Unverified Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning Sep 11, 2021 Few-Shot Learning Natural Language Understanding
— Unverified Exophoric Pronoun Resolution in Dialogues with Topic Regularization Sep 10, 2021 coreference-resolution Coreference Resolution
Code Code Available Continuous Entailment Patterns for Lexical Inference in Context Sep 8, 2021 Few-Shot NLI Language Modeling
Code Code Available Proto: A Neural Cocktail for Generating Appealing Conversations Sep 6, 2021 Natural Language Understanding World Knowledge
— Unverified End-to-End Self-Debiasing Framework for Robust NLU Training Sep 5, 2021 Natural Language Understanding
— Unverified Error Detection in Large-Scale Natural Language Understanding Systems Using Transformer Models Sep 4, 2021 domain classification named-entity-recognition
— Unverified 