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awesome-zero-shot-learning-in-nlp
A curated list of zero-shot learning in NLP. :-)
https://github.com/zhjohnchan/awesome-zero-shot-learning-in-nlp
Last synced: 5 days ago
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Papers
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Research Paper
- Zero-shot Entity Extraction from Web Pages
- Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning
- A Model of Zero-Shot Learning of Spoken Language Understanding
- Image-Mediated Learning for Zero-Shot Cross-Lingual Document Retrieval
- Gaussian Visual-Linguistic Embedding for Zero-Shot Recognition
- Label Embedding for Zero-shot Fine-grained Named Entity Typing
- Zero-Shot Activity Recognition with Verb Attribute Induction
- Zero-Shot Relation Extraction via Reading Comprehension
- Zero-shot Learning of Classifiers from Natural Language Quantification
- Zero-Shot Transfer Learning for Event Extraction
- A Deep Relevance Model for Zero-Shot Document Filtering
- Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization
- Decoupling Structure and Lexicon for Zero-Shot Semantic Parsing
- Zero-Shot Open Entity Typing as Type-Compatible Grounding
- Zero-shot User Intent Detection via Capsule Neural Networks
- Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces
- Zero-shot Relation Classification as Textual Entailment
- Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types
- Zero-Shot Sequence Labeling: Transferring Knowledge from Sentences to Tokens
- Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations
- Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention
- Zero-Shot Entity Linking by Reading Entity Descriptions
- Zero-Shot Semantic Parsing for Instructions
- Robust Zero-Shot Cross-Domain Slot Filling with Example Values
- Zero-shot Word Sense Disambiguation using Sense Definition Embeddings
- Improving Zero-shot Translation with Language-Independent Constraints
- Evaluating the Supervised and Zero-shot Performance of Multi-lingual Translation Models
- Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables
- Towards Zero-shot Language Modeling
- Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach
- Reconstructing Capsule Networks for Zero-shot Intent Classification
- Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing
- Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model
- Few-Shot and Zero-Shot Learning for Historical Text Normalization
- Zero-Shot Cross-lingual Name Retrieval for Low-Resource Languages
- Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations
- Description-Based Zero-shot Fine-Grained Entity Typing
- Integrating Semantic Knowledge to Tackle Zero-shot Text Classification
- Consistency by Agreement in Zero-Shot Neural Machine Translation
- Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing
- Zero-Shot Cross-Lingual Opinion Target Extraction
- Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond
- Zero-Shot Transfer Learning with Synthesized Data for Multi-Domain Dialogue State Tracking
- Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification
- Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation
- Zero-shot Text Classification via Reinforced Self-training
- ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages
- Zero-shot North Korean to English Neural Machine Translation by Character Tokenization and Phoneme Decomposition
- A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards
- Automatic Machine Translation Evaluation in Many Languages via Zero-Shot Paraphrasing
- Self-Supervised Knowledge Triplet Learning for Zero-Shot Question Answering
- MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive Scale
- Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs
- SLEDGE-Z: A Zero-Shot Baseline for COVID-19 Literature Search
- Monolingual Adapters for Zero-Shot Neural Machine Translation
- From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers
- Zero-Shot Cross-Lingual Transfer with Meta Learning
- Zero-Shot Crosslingual Sentence Simplification
- Scalable Zero-shot Entity Linking with Dense Entity Retrieval
- Grounded Adaptation for Zero-shot Executable Semantic Parsing
- An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels
- Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations
- ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization
- Hybrid Emoji-Based Masked Language Models for Zero-Shot Abusive Language Detection
- Zero-Shot Rationalization by Multi-Task Transfer Learning from Question Answering
- Sparse and Decorrelated Representations for Stable Zero-shot NMT
- Zero-shot Entity Linking with Efficient Long Range Sequence Modeling
- Towards Zero-Shot Conditional Summarization with Adaptive Multi-Task Fine-Tuning
- Subword Segmentation and a Single Bridge Language Affect Zero-Shot Neural Machine Translation
- Paraphrase Generation as Zero-Shot Multilingual Translation: Disentangling Semantic Similarity from Lexical and Syntactic Diversity
- Zero-Shot Translation Quality Estimation with Explicit Cross-Lingual Patterns
- MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing
- Exploring the zero-shot limit of FewRel
- Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack
- Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification
- CosMo: Conditional Seq2Seq-based Mixture Model for Zero-Shot Commonsense Question Answering
- Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization
- Zero-shot cross-lingual identification of direct speech using distant supervision
- Machine-oriented NMT Adaptation for Zero-shot NLP tasks: Comparing the Usefulness of Close and Distant Languages
- English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too
- Zero-shot translation among Indian languages
- Synthesizing Parallel Data of User-Generated Texts with Zero-Shot Neural Machine Translation
- XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text Generation
- Improving Zero-Shot Translation by Disentangling Positional Information
- Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification
- Evaluating morphological typology in zero-shot cross-lingual transfer
- Risk Minimization for Zero-shot Sequence Labeling
- Zero-shot Event Extraction via Transfer Learning: Challenges and Insights
- Zero-shot Fact Verification by Claim Generation
- QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining
- Issues with Entailment-based Zero-shot Text Classification
- Exposing the limits of Zero-shot Cross-lingual Hate Speech Detection
- Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer
- Zero-Shot Compositional Concept Learning
- Improving Cross-lingual Text Classification with Zero-shot Instance-Weighting
- Zero-shot Sequence Labeling for Transformer-based Sentence Classifiers
- Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning
- Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models
- From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding
- Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling
- Revisiting Document Representations for Large-Scale Zero-Shot Learning
- ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning
- Adversarial Learning for Zero-Shot Stance Detection on Social Media
- Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue StateTracking
- Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph
- Negation typology and general representation models for cross-lingual zero-shot negation scope resolution in Russian, French, and Spanish.
- Zero-shot Generalization in Dialog State Tracking through Generative Question Answering
- Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation
- Cross-lingual Contextualized Topic Models with Zero-shot Learning
- Beyond the English Web: Zero-Shot Cross-Lingual and Lightweight Monolingual Classification of Registers
- On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions
- Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding Transformation
- Ask2Transformers: Zero-Shot Domain labelling with Pretrained Language Models
- Zero-shot Cross-lingual Content Filtering: Offensive Language and Hate Speech Detection
- Large-Scale Zero-Shot Image Classification from Rich and Diverse Textual Descriptions
- Finding Spoiler Bias in Tweets by Zero-shot Learning and Knowledge Distilling from Neural Text Simplification
- XeroAlign: Zero-shot cross-lingual transformer alignment
- Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking
- Zero-shot Label-Aware Event Trigger and Argument Classification
- Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics
- Language Tags Matter for Zero-Shot Neural Machine Translation
- Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph
- Google’s Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation
- Don’t Use English Dev: On the Zero-Shot Cross-Lingual Evaluation of Contextual Embeddings
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