---
title: "Workshop on Deep Learning Approaches for Low-Resource NLP"
description: "All 32 papers of Workshop on Deep Learning Approaches for Low-Resource NLP 2019, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/workshop-on-deep-learning-approaches-for-low-resource-nlp/2019/papers/"
---
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# Workshop on Deep Learning Approaches for Low-Resource NLP 2019: all accepted papers

32 papers · the most cited first · [← Workshop on Deep Learning Approaches for Low-Resource NLP 2019](https://md.research.elamur.ai/free/en/venues/workshop-on-deep-learning-approaches-for-low-resource-nlp/2019/)

1. **[Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual](https://md.research.elamur.ai/free/en/papers/he-2019-unlearn-dataset-bias-natural-language/)**He He, Sheng Zha, Haohan Wang*157 citations · our summary*
2. **[Domain Adaptation with BERT-based Domain Classification and Data Selection ↗](https://aclanthology.org/D19-6109/)**Xiaofei Ma, Peng Xu, Zhiguo Wang et al.*87 citations*
3. **[A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification ↗](https://aclanthology.org/D19-6101/)**Varun Kumar, Hadrien Glaude, Cyprien de Lichy et al.*85 citations*
4. **[BERT is Not an Interlingua and the Bias of Tokenization ↗](https://aclanthology.org/D19-6106/)**Jasdeep Singh, Bryan McCann, Richard Socher et al.*68 citations*
5. **[Evaluating Lottery Tickets Under Distributional Shifts ↗](https://aclanthology.org/D19-6117/)**Shrey Desai, Hongyuan Zhan, Ahmed Aly*32 citations*
6. **[Reinforcement-based denoising of distantly supervised NER with partial annotation ↗](https://aclanthology.org/D19-6125/)**Farhad Nooralahzadeh, Jan Tore Lønning, Lilja Øvrelid*30 citations*
7. **[Zero-shot Dependency Parsing with Pre-trained Multilingual Sentence Representations ↗](https://aclanthology.org/D19-6132/)**Ke Tran, Arianna Bisazza*28 citations*
8. **[Deep Bidirectional Transformers for Relation Extraction without Supervision ↗](https://aclanthology.org/D19-6108/)**Yannis Papanikolaou, Ian Roberts, Andrea Pierleoni*27 citations*
9. **[Natural Language Generation for Effective Knowledge Distillation ↗](https://aclanthology.org/D19-6122/)**Raphael Tang, Yao Lu, Jimmy Lin*22 citations*
10. **[Inject Rubrics into Short Answer Grading System ↗](https://aclanthology.org/D19-6119/)**Tianqi Wang, Naoya Inoue, Hiroki Ouchi et al.*19 citations*
11. **[Towards Zero-resource Cross-lingual Entity Linking ↗](https://aclanthology.org/D19-6127/)**Shuyan Zhou, Shruti Rijhwani, Graham Neubig*18 citations*
12. **[A logical-based corpus for cross-lingual evaluation ↗](https://aclanthology.org/D19-6103/)**Felipe Salvatore, Marcelo Finger, Roberto Hirata Jr*13 citations*
13. **[Empirical Evaluation of Active Learning Techniques for Neural MT ↗](https://aclanthology.org/D19-6110/)**Xiangkai Zeng, Sarthak Garg, Rajen Chatterjee et al.*13 citations*
14. **[Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings ↗](https://aclanthology.org/D19-6114/)**Luke Melas-Kyriazi, George Han, Celine Liang*12 citations*
15. **[Weakly Supervised Attentional Model for Low Resource Ad-hoc Cross-lingual Information Retrieval ↗](https://aclanthology.org/D19-6129/)**Lingjun Zhao, Rabih Zbib, Zhuolin Jiang et al.*10 citations*
16. **[Metric Learning for Dynamic Text Classification ↗](https://aclanthology.org/D19-6116/)**Jeremy Wohlwend, Ethan R. Elenberg, Sam Altschul et al.*9 citations*
17. **[A Comparative Analysis of Unsupervised Language Adaptation Methods ↗](https://aclanthology.org/D19-6102/)**Gil Rocha, Henrique Lopes Cardoso*7 citations*
18. **[Instance-based Inductive Deep Transfer Learning by Cross-Dataset Querying with Locality Sensitive Hashing ↗](https://aclanthology.org/D19-6120/)**Somnath Basu Roy Chowdhury, Annervaz M, Ambedkar Dukkipati*7 citations*
19. **[Bag-of-Words Transfer: Non-Contextual Techniques for Multi-Task Learning ↗](https://aclanthology.org/D19-6105/)**Seth Ebner, Felicity Wang, Benjamin Van Durme*6 citations*
20. **[Neural Unsupervised Parsing Beyond English ↗](https://aclanthology.org/D19-6123/)**Katharina Kann, Anhad Mohananey, Samuel R. Bowman et al.*6 citations*
21. **[Cross-lingual Joint Entity and Word Embedding to Improve Entity Linking and Parallel Sentence Mining ↗](https://aclanthology.org/D19-6107/)**Xiaoman Pan, Thamme Gowda, Heng Ji et al.*5 citations*
22. **[Multimodal, Multilingual Grapheme-to-Phoneme Conversion for Low-Resource Languages ↗](https://aclanthology.org/D19-6121/)**James Route, Steven Hillis, Isak Czeresnia Etinger et al.*5 citations*
23. **[Fast Domain Adaptation of Semantic Parsers via Paraphrase Attention ↗](https://aclanthology.org/D19-6111/)**Avik Ray, Yilin Shen, Hongxia Jin*2 citations*
24. **[Few-Shot and Zero-Shot Learning for Historical Text Normalization](https://md.research.elamur.ai/free/en/papers/bollmann-2019-few-shot-zero-shot-learning/)**Marcel Bollmann, Natalia Korchagina, Anders Søgaard*2 citations · our summary*
25. **[Samvaadhana: A Telugu Dialogue System in Hospital Domain ↗](https://aclanthology.org/D19-6126/)**Suma Reddy Duggenpudi, Kusampudi Siva Subrahamanyam Varma, Radhika Mamidi*2 citations*
26. **[From Monolingual to Multilingual FAQ Assistant using Multilingual Co-training ↗](https://aclanthology.org/D19-6113/)**Mayur Patidar, Surabhi Kumari, Manasi Patwardhan et al.*1 citation*
27. **[Zero-Shot Cross-lingual Name Retrieval for Low-Resource Languages ↗](https://aclanthology.org/D19-6131/)**Kevin Blissett, Heng Ji*1 citation*
28. **[Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models ↗](https://aclanthology.org/D19-6104/)**Jeroen Van Hautte, Guy Emerson, Marek Rei
29. **[Cross-lingual Parsing with Polyglot Training and Multi-treebank Learning: A Faroese Case Study ↗](https://aclanthology.org/D19-6118/)**James Barry, Joachim Wagner, Jennifer Foster
30. **[Reevaluating Argument Component Extraction in Low Resource Settings ↗](https://aclanthology.org/D19-6124/)**Anirudh Joshi, Timothy Baldwin, Richard Sinnott et al.
31. **[Transductive Auxiliary Task Self-Training for Neural Multi-Task Models ↗](https://aclanthology.org/D19-6128/)**Johannes Bjerva, Katharina Kann, Isabelle Augenstein
32. **[X-WikiRE: A Large, Multilingual Resource for Relation Extraction as Machine Comprehension ↗](https://aclanthology.org/D19-6130/)**Mostafa Abdou, Cezar Sas, Rahul Aralikatte et al.
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