Learning Numeracy: A Simple Yet Effective Number Embedding Approach Using Knowledge Graph Nov 1, 2021 Graph Embedding Knowledge Graph Embedding
Code Code Available How to Select One Among All ? An Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding Nov 1, 2021 Adversarial Robustness All
— Unverified Named Entity Recognition in the Romanian Legal Domain Nov 1, 2021 named-entity-recognition Named Entity Recognition
Code Code Available A Large-scale Comprehensive Abusiveness Detection Dataset with Multifaceted Labels from Reddit Nov 1, 2021 Abusive Language Natural Language Understanding
Code Code Available On the Role of Corpus Ordering in Language Modeling Nov 1, 2021 Language Acquisition Language Modeling
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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 How Does Data Corruption Affect Natural Language Understanding Models? A Study on GLUE datasets 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 TableFormer: Robust Transformer Modeling for Table-Text Encoding Oct 16, 2021 Natural Language Understanding
— Unverified Robustness Challenges in Model Distillation and Pruning for Natural Language Understanding Oct 16, 2021 Knowledge Distillation Model Compression
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— 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 KNOT: Knowledge Distillation using Optimal Transport for Solving NLP Tasks Oct 6, 2021 Emotion Recognition Emotion Recognition in Conversation
Code Code Available NaRLE: Natural Language Models using Reinforcement Learning with Emotion Feedback Oct 5, 2021 Deep Reinforcement Learning intent-classification
— Unverified LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Oct 3, 2021 Multi-class Classification Multi-Label Classification
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