AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning May 24, 2022 Natural Language Understanding parameter-efficient fine-tuning
Code Code Available The Importance of Being Parameters: An Intra-Distillation Method for Serious Gains May 23, 2022 Cross-Lingual Transfer Machine Translation
Code Code Available Vector-Quantized Input-Contextualized Soft Prompts for Natural Language Understanding May 23, 2022 Natural Language Understanding NER
Code Code Available TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding May 12, 2022 Constituency Parsing Data Augmentation
Code Code Available Learning to Split for Automatic Bias Detection Apr 28, 2022 Bias Detection image-classification
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 Anno-MI: A Dataset of Expert-Annotated Counselling Dialogues Apr 27, 2022 Dialogue Generation Natural Language Understanding
Code Code Available 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 Back to the Future: Bidirectional Information Decoupling Network for Multi-turn Dialogue Modeling Apr 18, 2022 Natural Language Understanding
Code Code Available Imagination-Augmented Natural Language Understanding Apr 18, 2022 Natural Language Understanding
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 CalBERT - Code-mixed Adaptive Language representations using BERT Apr 14, 2022 Natural Language Understanding Sentiment Analysis
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 BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model Apr 8, 2022 Entity Linking Language Modeling
Code Code Available RoMe: A Robust Metric for Evaluating Natural Language Generation Mar 17, 2022 Natural Language Understanding Semantic Similarity
Code Code Available Things not Written in Text: Exploring Spatial Commonsense from Visual Signals Mar 15, 2022 Image Generation Natural Language Understanding
Code Code Available SciNLI: A Corpus for Natural Language Inference on Scientific Text Mar 13, 2022 Natural Language Inference Natural Language Understanding
Code Code Available HyperMixer: An MLP-based Low Cost Alternative to Transformers Mar 7, 2022 Natural Language Understanding
Code Code Available MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning Mar 1, 2022 Contrastive Learning counterfactual
Code Code Available PromDA: Prompt-based Data Augmentation for Low-Resource NLU Tasks Feb 25, 2022 Data Augmentation Natural Language Understanding
Code Code Available Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective Feb 16, 2022 Fact Verification Natural Language Inference
Code Code Available Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Feb 9, 2022 Few-Shot Learning MNLI-m
Code Code Available data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language Feb 7, 2022 image-classification Image Classification
Code Code Available No Parameters Left Behind: Sensitivity Guided Adaptive Learning Rate for Training Large Transformer Models Feb 6, 2022 image-classification Image Classification
Code Code Available When Do Flat Minima Optimizers Work? Feb 1, 2022 Benchmarking Graph Learning
Code Code Available Learning To Retrieve Prompts for In-Context Learning Dec 16, 2021 In-Context Learning Language Modeling
Code Code Available Causal Distillation for Language Models Dec 5, 2021 Language Modeling Language Modelling
Code Code Available Tiny-NewsRec: Effective and Efficient PLM-based News Recommendation Dec 2, 2021 Knowledge Distillation Natural Language Understanding
Code Code Available Systematic Generalization with Edge Transformers Dec 1, 2021 Dependency Parsing Natural Language Understanding
Code Code Available RoBERTuito: a pre-trained language model for social media text in Spanish Nov 18, 2021 Language Modeling Language Modelling
Code Code Available On Transferability of Prompt Tuning for Natural Language Processing Nov 12, 2021 Natural Language Understanding Transfer Learning
Code Code Available TaCL: Improving BERT Pre-training with Token-aware Contrastive Learning Nov 7, 2021 Contrastive Learning Natural Language Understanding
Code Code Available CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available Adversarial GLUE: A Multi-Task Benchmark for Robustness Evaluation of Language Models Nov 4, 2021 Adversarial Attack Adversarial Robustness
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 KNOT: Knowledge Distillation using Optimal Transport for Solving NLP Tasks Oct 6, 2021 Emotion Recognition Emotion Recognition in Conversation
Code Code Available LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Oct 3, 2021 Multi-class Classification Multi-Label Classification
Code Code Available FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding Sep 27, 2021 Benchmarking Natural Language Understanding
Code Code Available Text-based NP Enrichment Sep 24, 2021 Natural Language Understanding
Code Code Available Types of Out-of-Distribution Texts and How to Detect Them Sep 14, 2021 Density Estimation Language Modeling
Code Code Available CPT: A Pre-Trained Unbalanced Transformer for Both Chinese Language Understanding and Generation Sep 13, 2021 Decoder Denoising
Code Code Available How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding Sep 13, 2021 Adversarial Robustness All
Code Code Available Extracting Event Temporal Relations via Hyperbolic Geometry Sep 12, 2021 Natural Language Understanding Relation
Code Code Available Temporal Pyramid Transformer with Multimodal Interaction for Video Question Answering Sep 10, 2021 multimodal interaction Natural Language Understanding
Code Code Available Graph Based Network with Contextualized Representations of Turns in Dialogue Sep 9, 2021 Dialog Relation Extraction Emotion Recognition
Code Code Available Debiasing Methods in Natural Language Understanding Make Bias More Accessible Sep 9, 2021 Language Modeling Language Modelling
Code Code Available Active Learning by Acquiring Contrastive Examples Sep 8, 2021 Active Learning Diversity
Code Code Available CREAK: A Dataset for Commonsense Reasoning over Entity Knowledge Sep 3, 2021 Fact Checking Fact Verification
Code Code Available SLIM: Explicit Slot-Intent Mapping with BERT for Joint Multi-Intent Detection and Slot Filling Aug 26, 2021 Intent Detection Natural Language Understanding
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