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https://github.com/zhjohnchan/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
List: awesome-zero-shot-learning-in-nlp
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A curated list of zero-shot learning in NLP. :-)
- Host: GitHub
- URL: https://github.com/zhjohnchan/awesome-zero-shot-learning-in-nlp
- Owner: zhjohnchan
- Created: 2021-10-30T14:09:55.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2021-10-30T14:40:43.000Z (about 3 years ago)
- Last Synced: 2024-10-26T23:36:21.764Z (about 2 months ago)
- Homepage:
- Size: 7.81 KB
- Stars: 13
- Watchers: 1
- Forks: 2
- Open Issues: 0
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Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- ultimate-awesome - awesome-zero-shot-learning-in-nlp - A curated list of zero-shot learning in NLP. :-). (Other Lists / PowerShell Lists)
- awesome-interesting-topics-in-nlp - NLP
README
# Awesome Zero-shot Learning in NLP[](https://awesome.re)
A curated list of zero-shot learning in NLP. :-)
## Contributing
Please feel free to send me [pull requests](https://github.com/zhjohnchan/awesome-zero-shot-learning-in-nlp/pulls) or email ([email protected]) to add links.
## Table of Contents
- [Papers](#papers)
- [Survey](#survey)
- [Research Paper](#research-paper)
## Papers
### Research Paper
| Year | Venue | Title |
|-------:|:---------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 2014 | ACL | [Zero-shot Entity Extraction from Web Pages](https://aclanthology.org/P14-1037.pdf) |
| 2015 | ACL | [Hubness and Pollution: Delving into Cross-Space Mapping for Zero-Shot Learning](https://aclanthology.org/P15-1027.pdf) |
| 2015 | EMNLP | [A Model of Zero-Shot Learning of Spoken Language Understanding](https://aclanthology.org/D15-1027.pdf) |
| 2015 | EMNLP | [Image-Mediated Learning for Zero-Shot Cross-Lingual Document Retrieval](https://aclanthology.org/D15-1070.pdf) |
| 2016 | EMNLP | [Gaussian Visual-Linguistic Embedding for Zero-Shot Recognition](https://aclanthology.org/D16-1089.pdf) |
| 2016 | COLING | [Label Embedding for Zero-shot Fine-grained Named Entity Typing](https://aclanthology.org/C16-1017.pdf) |
| 2017 | EMNLP | [Zero-Shot Activity Recognition with Verb Attribute Induction](https://aclanthology.org/D17-1099.pdf) |
| 2017 | CoNLL | [Zero-Shot Relation Extraction via Reading Comprehension](https://aclanthology.org/K17-1034.pdf) |
| 2017 | TACL | [Google’s Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation](https://aclanthology.org/Q17-1024.pdf) |
| 2018 | ACL | [Zero-shot Learning of Classifiers from Natural Language Quantification](https://aclanthology.org/P18-1029.pdf) |
| 2018 | ACL | [Zero-Shot Transfer Learning for Event Extraction](https://aclanthology.org/P18-1201.pdf) |
| 2018 | ACL | [A Deep Relevance Model for Zero-Shot Document Filtering](https://aclanthology.org/P18-1214.pdf) |
| 2018 | EMNLP | [Adversarial Propagation and Zero-Shot Cross-Lingual Transfer of Word Vector Specialization](https://aclanthology.org/D18-1026.pdf) |
| 2018 | EMNLP | [Decoupling Structure and Lexicon for Zero-Shot Semantic Parsing](https://aclanthology.org/D18-1190.pdf) |
| 2018 | EMNLP | [Zero-Shot Open Entity Typing as Type-Compatible Grounding](https://aclanthology.org/D18-1231.pdf) |
| 2018 | EMNLP | [Zero-shot User Intent Detection via Capsule Neural Networks](https://aclanthology.org/D18-1348.pdf) |
| 2018 | EMNLP | [Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces](https://aclanthology.org/D18-1352.pdf) |
| 2018 | EMNLP | [Zero-shot Relation Classification as Textual Entailment](https://aclanthology.org/W18-5511.pdf) |
| 2018 | NAACL | [Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity Types](https://aclanthology.org/N18-1020.pdf) |
| 2018 | NAACL | [Zero-Shot Sequence Labeling: Transferring Knowledge from Sentences to Tokens](https://aclanthology.org/N18-1027.pdf) |
| 2019 | ACL | [Improved Zero-shot Neural Machine Translation via Ignoring Spurious Correlations](https://aclanthology.org/P19-1121.pdf) |
| 2019 | ACL | [Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention](https://aclanthology.org/P19-1305.pdf) |
| 2019 | ACL | [Zero-Shot Entity Linking by Reading Entity Descriptions](https://aclanthology.org/P19-1335.pdf) |
| 2019 | ACL | [Zero-Shot Semantic Parsing for Instructions](https://aclanthology.org/P19-1438.pdf) |
| 2019 | ACL | [Robust Zero-Shot Cross-Domain Slot Filling with Example Values](https://aclanthology.org/P19-1547.pdf) |
| 2019 | ACL | [Zero-shot Word Sense Disambiguation using Sense Definition Embeddings](https://aclanthology.org/P19-1568.pdf) |
| 2019 | ACL | [Improving Zero-shot Translation with Language-Independent Constraints](https://aclanthology.org/W19-5202.pdf) |
| 2019 | ACL | [Evaluating the Supervised and Zero-shot Performance of Multi-lingual Translation Models](https://aclanthology.org/W19-5319.pdf) |
| 2019 | EMNLP | [Zero-shot Cross-lingual Dialogue Systems with Transferable Latent Variables](https://aclanthology.org/D19-1129.pdf) |
| 2019 | EMNLP | [Towards Zero-shot Language Modeling](https://aclanthology.org/D19-1288.pdf) |
| 2019 | EMNLP | [Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach](https://aclanthology.org/D19-1404.pdf) |
| 2019 | EMNLP | [Reconstructing Capsule Networks for Zero-shot Intent Classification](https://aclanthology.org/D19-1486.pdf) |
| 2019 | EMNLP | [Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing](https://aclanthology.org/D19-1575.pdf) |
| 2019 | EMNLP | [Zero-shot Reading Comprehension by Cross-lingual Transfer Learning with Multi-lingual Language Representation Model](https://aclanthology.org/D19-1607.pdf) |
| 2019 | EMNLP | [Few-Shot and Zero-Shot Learning for Historical Text Normalization](https://aclanthology.org/D19-6112.pdf) |
| 2019 | EMNLP | [Zero-Shot Cross-lingual Name Retrieval for Low-Resource Languages](https://aclanthology.org/D19-6131.pdf) |
| 2019 | EMNLP | [Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations](https://aclanthology.org/D19-6132.pdf) |
| 2019 | NAACL | [Description-Based Zero-shot Fine-Grained Entity Typing](https://aclanthology.org/N19-1087.pdf) |
| 2019 | NAACL | [Integrating Semantic Knowledge to Tackle Zero-shot Text Classification](https://aclanthology.org/N19-1108.pdf) |
| 2019 | NAACL | [Consistency by Agreement in Zero-Shot Neural Machine Translation](https://aclanthology.org/N19-1121.pdf) |
| 2019 | NAACL | [Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing](https://aclanthology.org/N19-1162.pdf) |
| 2019 | NAACL | [Zero-Shot Cross-Lingual Opinion Target Extraction](https://aclanthology.org/N19-1257.pdf) |
| 2019 | TACL | [Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond](https://aclanthology.org/Q19-1038.pdf) |
| 2020 | ACL | [Zero-Shot Transfer Learning with Synthesized Data for Multi-Domain Dialogue State Tracking](https://aclanthology.org/2020.acl-main.12.pdf) |
| 2020 | ACL | [Unknown Intent Detection Using Gaussian Mixture Model with an Application to Zero-shot Intent Classification](https://aclanthology.org/2020.acl-main.99.pdf) |
| 2020 | ACL | [Improving Massively Multilingual Neural Machine Translation and Zero-Shot Translation](https://aclanthology.org/2020.acl-main.148.pdf) |
| 2020 | ACL | [Zero-shot Text Classification via Reinforced Self-training](https://aclanthology.org/2020.acl-main.272.pdf) |
| 2020 | ACL | [ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages](https://aclanthology.org/2020.acl-main.721.pdf) |
| 2020 | ACL | [Zero-shot North Korean to English Neural Machine Translation by Character Tokenization and Phoneme Decomposition](https://aclanthology.org/2020.acl-srw.11.pdf) |
| 2020 | ACL | [A Deep Reinforced Model for Zero-Shot Cross-Lingual Summarization with Bilingual Semantic Similarity Rewards](https://aclanthology.org/2020.ngt-1.7.pdf) |
| 2020 | EMNLP | [Automatic Machine Translation Evaluation in Many Languages via Zero-Shot Paraphrasing](https://aclanthology.org/2020.emnlp-main.8.pdf) |
| 2020 | EMNLP | [Self-Supervised Knowledge Triplet Learning for Zero-Shot Question Answering](https://aclanthology.org/2020.emnlp-main.11.pdf) |
| 2020 | EMNLP | [Don’t Use English Dev: On the Zero-Shot Cross-Lingual Evaluation of Contextual Embeddings](https://aclanthology.org/2020.emnlp-main.40.pdf) |
| 2020 | EMNLP | [MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive Scale](https://aclanthology.org/2020.emnlp-main.194.pdf) |
| 2020 | EMNLP | [Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs](https://aclanthology.org/2020.emnlp-main.235.pdf) |
| 2020 | EMNLP | [SLEDGE-Z: A Zero-Shot Baseline for COVID-19 Literature Search](https://aclanthology.org/2020.emnlp-main.341.pdf) |
| 2020 | EMNLP | [Monolingual Adapters for Zero-Shot Neural Machine Translation](https://aclanthology.org/2020.emnlp-main.361.pdf) |
| 2020 | EMNLP | [From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers](https://aclanthology.org/2020.emnlp-main.363.pdf) |
| 2020 | EMNLP | [Zero-Shot Cross-Lingual Transfer with Meta Learning](https://aclanthology.org/2020.emnlp-main.368.pdf) |
| 2020 | EMNLP | [Zero-Shot Crosslingual Sentence Simplification](https://aclanthology.org/2020.emnlp-main.415.pdf) |
| 2020 | EMNLP | [Scalable Zero-shot Entity Linking with Dense Entity Retrieval](https://aclanthology.org/2020.emnlp-main.519.pdf) |
| 2020 | EMNLP | [Grounded Adaptation for Zero-shot Executable Semantic Parsing](https://aclanthology.org/2020.emnlp-main.558.pdf) |
| 2020 | EMNLP | [An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels](https://aclanthology.org/2020.emnlp-main.607.pdf) |
| 2020 | EMNLP | [Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations](https://aclanthology.org/2020.emnlp-main.717.pdf) |
| 2020 | EMNLP | [ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization](https://aclanthology.org/2020.findings-emnlp.50.pdf) |
| 2020 | EMNLP | [Hybrid Emoji-Based Masked Language Models for Zero-Shot Abusive Language Detection](https://aclanthology.org/2020.findings-emnlp.84.pdf) |
| 2020 | EMNLP | [Zero-Shot Rationalization by Multi-Task Transfer Learning from Question Answering](https://aclanthology.org/2020.findings-emnlp.198.pdf) |
| 2020 | EMNLP | [Sparse and Decorrelated Representations for Stable Zero-shot NMT](https://aclanthology.org/2020.findings-emnlp.205.pdf) |
| 2020 | EMNLP | [Zero-shot Entity Linking with Efficient Long Range Sequence Modeling](https://aclanthology.org/2020.findings-emnlp.228.pdf) |
| 2020 | EMNLP | [Towards Zero-Shot Conditional Summarization with Adaptive Multi-Task Fine-Tuning](https://aclanthology.org/2020.findings-emnlp.289.pdf) |
| 2020 | EMNLP | [Subword Segmentation and a Single Bridge Language Affect Zero-Shot Neural Machine Translation](https://aclanthology.org/2020.wmt-1.64.pdf) |
| 2020 | EMNLP | [Paraphrase Generation as Zero-Shot Multilingual Translation: Disentangling Semantic Similarity from Lexical and Syntactic Diversity](https://aclanthology.org/2020.wmt-1.67.pdf) |
| 2020 | EMNLP | [Zero-Shot Translation Quality Estimation with Explicit Cross-Lingual Patterns](https://aclanthology.org/2020.wmt-1.125.pdf) |
| 2020 | COLING | [MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing](https://aclanthology.org/2020.coling-main.7.pdf) |
| 2020 | COLING | [Exploring the zero-shot limit of FewRel](https://aclanthology.org/2020.coling-main.124.pdf) |
| 2020 | COLING | [Contrastive Zero-Shot Learning for Cross-Domain Slot Filling with Adversarial Attack](https://aclanthology.org/2020.coling-main.126.pdf) |
| 2020 | COLING | [Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification](https://aclanthology.org/2020.coling-main.265.pdf) |
| 2020 | COLING | [CosMo: Conditional Seq2Seq-based Mixture Model for Zero-Shot Commonsense Question Answering](https://aclanthology.org/2020.coling-main.467.pdf) |
| 2020 | COLING | [Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization](https://aclanthology.org/2020.coling-main.494.pdf) |
| 2020 | COLING | [Zero-shot cross-lingual identification of direct speech using distant supervision](https://aclanthology.org/2020.latechclfl-1.12.pdf) |
| 2020 | COLING | [Machine-oriented NMT Adaptation for Zero-shot NLP tasks: Comparing the Usefulness of Close and Distant Languages](https://aclanthology.org/2020.vardial-1.4.pdf) |
| 2020 | AACL | [English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too](https://aclanthology.org/2020.aacl-main.56.pdf) |
| 2020 | AACL | [Zero-shot translation among Indian languages](https://aclanthology.org/2020.loresmt-1.7.pdf) |
| 2020 | Findings | [ZEST: Zero-shot Learning from Text Descriptions using Textual Similarity and Visual Summarization](https://aclanthology.org/2020.findings-emnlp.50.pdf) |
| 2020 | Findings | [Hybrid Emoji-Based Masked Language Models for Zero-Shot Abusive Language Detection](https://aclanthology.org/2020.findings-emnlp.84.pdf) |
| 2020 | Findings | [Zero-Shot Rationalization by Multi-Task Transfer Learning from Question Answering](https://aclanthology.org/2020.findings-emnlp.198.pdf) |
| 2020 | Findings | [Sparse and Decorrelated Representations for Stable Zero-shot NMT](https://aclanthology.org/2020.findings-emnlp.205.pdf) |
| 2020 | Findings | [Zero-shot Entity Linking with Efficient Long Range Sequence Modeling](https://aclanthology.org/2020.findings-emnlp.228.pdf) |
| 2020 | Findings | [Towards Zero-Shot Conditional Summarization with Adaptive Multi-Task Fine-Tuning](https://aclanthology.org/2020.findings-emnlp.289.pdf) |
| 2020 | TACL | [Synthesizing Parallel Data of User-Generated Texts with Zero-Shot Neural Machine Translation](https://aclanthology.org/2020.tacl-1.46.pdf) |
| 2021 | ACL | [XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text Generation](https://aclanthology.org/2021.acl-long.73.pdf) |
| 2021 | ACL | [Improving Zero-Shot Translation by Disentangling Positional Information](https://aclanthology.org/2021.acl-long.101.pdf) |
| 2021 | ACL | [Leveraging Type Descriptions for Zero-shot Named Entity Recognition and Classification](https://aclanthology.org/2021.acl-long.120.pdf) |
| 2021 | ACL | [Evaluating morphological typology in zero-shot cross-lingual transfer](https://aclanthology.org/2021.acl-long.244.pdf) |
| 2021 | ACL | [Risk Minimization for Zero-shot Sequence Labeling](https://aclanthology.org/2021.acl-long.380.pdf) |
| 2021 | ACL | [Zero-shot Event Extraction via Transfer Learning: Challenges and Insights](https://aclanthology.org/2021.acl-short.42.pdf) |
| 2021 | ACL | [Zero-shot Fact Verification by Claim Generation](https://aclanthology.org/2021.acl-short.61.pdf) |
| 2021 | ACL | [QA-Driven Zero-shot Slot Filling with Weak Supervision Pretraining](https://aclanthology.org/2021.acl-short.83.pdf) |
| 2021 | ACL | [Issues with Entailment-based Zero-shot Text Classification](https://aclanthology.org/2021.acl-short.99.pdf) |
| 2021 | ACL | [Exposing the limits of Zero-shot Cross-lingual Hate Speech Detection](https://aclanthology.org/2021.acl-short.114.pdf) |
| 2021 | ACL | [Soft Layer Selection with Meta-Learning for Zero-Shot Cross-Lingual Transfer](https://aclanthology.org/2021.metanlp-1.2.pdf) |
| 2021 | ACL | [Zero-Shot Compositional Concept Learning](https://aclanthology.org/2021.metanlp-1.3.pdf) |
| 2021 | ACL | [Improving Cross-lingual Text Classification with Zero-shot Instance-Weighting](https://aclanthology.org/2021.repl4nlp-1.1.pdf) |
| 2021 | ACL | [Zero-shot Sequence Labeling for Transformer-based Sentence Classifiers](https://aclanthology.org/2021.repl4nlp-1.20.pdf) |
| 2021 | NAACL | [Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning](https://aclanthology.org/2021.naacl-main.83.pdf) |
| 2021 | NAACL | [Multilingual Multimodal Pre-training for Zero-Shot Cross-Lingual Transfer of Vision-Language Models](https://aclanthology.org/2021.naacl-main.195.pdf) |
| 2021 | NAACL | [From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding](https://aclanthology.org/2021.naacl-main.197.pdf) |
| 2021 | NAACL | [Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling](https://aclanthology.org/2021.naacl-main.243.pdf) |
| 2021 | NAACL | [Revisiting Document Representations for Large-Scale Zero-Shot Learning](https://aclanthology.org/2021.naacl-main.250.pdf) |
| 2021 | NAACL | [ZS-BERT: Towards Zero-Shot Relation Extraction with Attribute Representation Learning](https://aclanthology.org/2021.naacl-main.272.pdf) |
| 2021 | NAACL | [Adversarial Learning for Zero-Shot Stance Detection on Social Media](https://aclanthology.org/2021.naacl-main.379.pdf) |
| 2021 | NAACL | [Leveraging Slot Descriptions for Zero-Shot Cross-Domain Dialogue StateTracking](https://aclanthology.org/2021.naacl-main.448.pdf) |
| 2021 | NAACL | [Improving Zero-Shot Cross-lingual Transfer for Multilingual Question Answering over Knowledge Graph](https://aclanthology.org/2021.naacl-main.465.pdf) |
| 2021 | NAACL | [Negation typology and general representation models for cross-lingual zero-shot negation scope resolution in Russian, French, and Spanish.](https://aclanthology.org/2021.naacl-srw.3.pdf) |
| 2021 | EACL | [Zero-shot Generalization in Dialog State Tracking through Generative Question Answering](https://aclanthology.org/2021.eacl-main.91.pdf) |
| 2021 | EACL | [Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation](https://aclanthology.org/2021.eacl-main.92.pdf) |
| 2021 | EACL | [Cross-lingual Contextualized Topic Models with Zero-shot Learning](https://aclanthology.org/2021.eacl-main.143.pdf) |
| 2021 | EACL | [Beyond the English Web: Zero-Shot Cross-Lingual and Lightweight Monolingual Classification of Registers](https://aclanthology.org/2021.eacl-srw.24.pdf) |
| 2021 | EACL | [On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions](https://aclanthology.org/2021.adaptnlp-1.19.pdf) |
| 2021 | EACL | [Zero-Shot Cross-Lingual Dependency Parsing through Contextual Embedding Transformation](https://aclanthology.org/2021.adaptnlp-1.21.pdf) |
| 2021 | EACL | [Ask2Transformers: Zero-Shot Domain labelling with Pretrained Language Models](https://aclanthology.org/2021.gwc-1.6.pdf) |
| 2021 | EACL | [Zero-shot Cross-lingual Content Filtering: Offensive Language and Hate Speech Detection](https://aclanthology.org/2021.hackashop-1.5.pdf) |
| 2021 | EACL | [Large-Scale Zero-Shot Image Classification from Rich and Diverse Textual Descriptions](https://aclanthology.org/2021.lantern-1.4.pdf) |
| 2021 | EACL | [Finding Spoiler Bias in Tweets by Zero-shot Learning and Knowledge Distilling from Neural Text Simplification](https://aclanthology.org/2021.ltedi-1.7.pdf) |
| 2021 | Findings | [XeroAlign: Zero-shot cross-lingual transformer alignment](https://aclanthology.org/2021.findings-acl.32.pdf) |
| 2021 | Findings | [Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking](https://aclanthology.org/2021.findings-acl.52.pdf) |
| 2021 | Findings | [Zero-shot Label-Aware Event Trigger and Argument Classification](https://aclanthology.org/2021.findings-acl.114.pdf) |
| 2021 | Findings | [Zero-shot Medical Entity Retrieval without Annotation: Learning From Rich Knowledge Graph Semantics](https://aclanthology.org/2021.findings-acl.212.pdf) |
| 2021 | Findings | [Language Tags Matter for Zero-Shot Neural Machine Translation](https://aclanthology.org/2021.findings-acl.264.pdf) |
| 2021 | Findings | [Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph](https://aclanthology.org/2021.findings-acl.278.pdf) |
## Licenses
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To the extent possible under law, [Zhihong Chen](https://github.com/zhjohnchan) has waived all copyright and related or neighboring rights to this work.