PathologyBERT -- Pre-trained Vs. A New Transformer Language Model for Pathology Domain May 13, 2022 Language Modeling Language Modelling
— Unverified TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding May 12, 2022 Constituency Parsing Data Augmentation
Code Code Available Towards Answering Open-ended Ethical Quandary Questions May 12, 2022 Few-Shot Learning Generative Question Answering
— Unverified DTW at Qur'an QA 2022: Utilising Transfer Learning with Transformers for Question Answering in a Low-resource Domain May 12, 2022 Ensemble Learning Machine Reading Comprehension
Code Code Available Data Augmentation with Paraphrase Generation and Entity Extraction for Multimodal Dialogue System May 9, 2022 Data Augmentation Intent Recognition
— Unverified Task-specific Compression for Multi-task Language Models using Attribution-based Pruning May 9, 2022 Natural Language Understanding
— Unverified Explain and Conquer: Personalised Text-based Reviews to Achieve Transparency May 3, 2022 Collaborative Filtering Language Modelling
— Unverified From text to talk: Harnessing conversational corpora for humane and diversity-aware language technology May 1, 2022 Diversity Natural Language Understanding
— Unverified Sketching a Linguistically-Driven Reasoning Dialog Model for Social Talk May 1, 2022 Chunking Natural Language Understanding
— Unverified Data Augmentation and Learned Layer Aggregation for Improved Multilingual Language Understanding in Dialogue May 1, 2022 Data Augmentation Natural Language Understanding
— Unverified Improving Romanian BioNER Using a Biologically Inspired System May 1, 2022 named-entity-recognition Named Entity Recognition
— Unverified Fully-Semantic Parsing and Generation: the BabelNet Meaning Representation May 1, 2022 Natural Language Understanding Semantic Parsing
Code Code Available Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains May 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Enhancing Cross-lingual Natural Language Inference by Prompt-learning from Cross-lingual Templates May 1, 2022 Cross-Lingual Natural Language Inference Cross-Lingual Transfer
Code Code Available What Makes Good In-Context Examples for GPT-3? May 1, 2022 In-Context Learning Natural Language Understanding
— Unverified EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization May 1, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Learning to Split for Automatic Bias Detection Apr 28, 2022 Bias Detection image-classification
Code Code Available Anno-MI: A Dataset of Expert-Annotated Counselling Dialogues Apr 27, 2022 Dialogue Generation Natural Language Understanding
Code Code Available NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue Apr 27, 2022 Natural Language Understanding
Code Code Available Label Anchored Contrastive Learning for Language Understanding Apr 26, 2022 Benchmarking Contrastive Learning
— Unverified Incorporating Explicit Knowledge in Pre-trained Language Models for Passage Re-ranking Apr 25, 2022 Graph Neural Network Natural Language Understanding
— Unverified KALA: Knowledge-Augmented Language Model Adaptation Apr 22, 2022 Domain Adaptation General Knowledge
Code Code Available ALBETO and DistilBETO: Lightweight Spanish Language Models Apr 19, 2022 Natural Language Understanding NER
Code Code Available Imagination-Augmented Natural Language Understanding Apr 18, 2022 Natural Language Understanding
Code Code Available Back to the Future: Bidirectional Information Decoupling Network for Multi-turn Dialogue Modeling Apr 18, 2022 Natural Language Understanding
Code Code Available MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Apr 18, 2022 intent-classification Intent Classification
Code Code Available MoEBERT: from BERT to Mixture-of-Experts via Importance-Guided Adaptation Apr 15, 2022 Knowledge Distillation Mixture-of-Experts
Code Code Available XDBERT: Distilling Visual Information to BERT from Cross-Modal Systems to Improve Language Understanding Apr 15, 2022 Natural Language Understanding
— Unverified CalBERT - Code-mixed Adaptive Language representations using BERT Apr 14, 2022 Natural Language Understanding Sentiment Analysis
Code Code Available XLMRQA: Open-Domain Question Answering on Vietnamese Wikipedia-based Textual Knowledge Source Apr 14, 2022 Information Retrieval Machine Reading Comprehension
— Unverified Curriculum: A Broad-Coverage Benchmark for Linguistic Phenomena in Natural Language Understanding Apr 13, 2022 Language Modeling Language Modelling
— Unverified Fast Few-shot Debugging for NLU Test Suites Apr 13, 2022 Natural Language Understanding
Code Code Available NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks Apr 12, 2022 Arithmetic Reasoning Mathematical Reasoning
— Unverified Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation Apr 11, 2022 Classification Diagnostic
Code Code Available Generative Biomedical Entity Linking via Knowledge Base-Guided Pre-training and Synonyms-Aware Fine-tuning Apr 11, 2022 Decoder Entity Linking
Code Code Available IDPG: An Instance-Dependent Prompt Generation Method Apr 9, 2022 Language Modeling Language Modelling
— Unverified Improving Tokenisation by Alternative Treatment of Spaces Apr 8, 2022 Natural Language Understanding
Code Code Available BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model Apr 8, 2022 Entity Linking Language Modeling
Code Code Available Enabling All In-Edge Deep Learning: A Literature Review Apr 7, 2022 All Deep Learning
— Unverified VALUE: Understanding Dialect Disparity in NLU Apr 6, 2022 Linguistic Acceptability Natural Language Understanding
Code Code Available Improved and Efficient Conversational Slot Labeling through Question Answering Apr 5, 2022 Natural Language Understanding Question Answering
— Unverified Design considerations for a hierarchical semantic compositional framework for medical natural language understanding Apr 5, 2022 Natural Language Understanding Semantic Composition
— Unverified Deliberation Model for On-Device Spoken Language Understanding Apr 4, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Evolving Neural Selection with Adaptive Regularization Apr 4, 2022 Natural Language Understanding
— Unverified Multi-task RNN-T with Semantic Decoder for Streamable Spoken Language Understanding Apr 1, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified Canary Extraction in Natural Language Understanding Models Mar 25, 2022 Natural Language Understanding
— Unverified Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis Mar 22, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified VLSP 2021 - ViMRC Challenge: Vietnamese Machine Reading Comprehension Mar 22, 2022 Language Modelling Machine Reading Comprehension
— Unverified AraBART: a Pretrained Arabic Sequence-to-Sequence Model for Abstractive Summarization Mar 21, 2022 Abstractive Text Summarization Decoder
— Unverified A Neural-Symbolic Approach to Natural Language Understanding Mar 20, 2022 Logical Reasoning Natural Language Inference
Code Code Available 