Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing

Colin Cherry, Angela Fan, George Foster, Gholamreza (Reza) Haffari, Shahram Khadivi, Nanyun (Violet) Peng, Xiang Ren, Ehsan Shareghi, Swabha Swayamdipta (Editors)


Anthology ID:
2022.deeplo-1
Month:
July
Year:
2022
Address:
Hybrid
Venues:
DeepLo | NAACL
SIG:
Publisher:
Association for Computational Linguistics
URL:
https://aclanthology.org/2022.deeplo-1
DOI:
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PDF:
https://aclanthology.org/2022.deeplo-1.pdf

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Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing
Colin Cherry | Angela Fan | George Foster | Gholamreza (Reza) Haffari | Shahram Khadivi | Nanyun (Violet) Peng | Xiang Ren | Ehsan Shareghi | Swabha Swayamdipta

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Introducing QuBERT: A Large Monolingual Corpus and BERT Model for Southern Quechua
Rodolfo Zevallos | John Ortega | William Chen | Richard Castro | Núria Bel | Cesar Toshio | Renzo Venturas | Hilario Aradiel | Nelsi Melgarejo

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Improving Distantly Supervised Document-Level Relation Extraction Through Natural Language Inference
Clara Vania | Grace Lee | Andrea Pierleoni

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IDANI: Inference-time Domain Adaptation via Neuron-level Interventions
Omer Antverg | Eyal Ben-David | Yonatan Belinkov

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Generating unlabelled data for a tri-training approach in a low resourced NER task
Hugo Boulanger | Thomas Lavergne | Sophie Rosset

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ANTS: A Framework for Retrieval of Text Segments in Unstructured Documents
Brian Chivers | Mason P. Jiang | Wonhee Lee | Amy Ng | Natalya I. Rapstine | Alex Storer

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Cross-TOP: Zero-Shot Cross-Schema Task-Oriented Parsing
Melanie Rubino | Nicolas Guenon des Mesnards | Uday Shah | Nanjiang Jiang | Weiqi Sun | Konstantine Arkoudas

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Help from the Neighbors: Estonian Dialect Normalization Using a Finnish Dialect Generator
Mika Hämäläinen | Khalid Alnajjar | Tuuli Tuisk

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Exploring diversity in back translation for low-resource machine translation
Laurie Burchell | Alexandra Birch | Kenneth Heafield

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Punctuation Restoration in Spanish Customer Support Transcripts using Transfer Learning
Xiliang Zhu | Shayna Gardiner | David Rossouw | Tere Roldán | Simon Corston-Oliver

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Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for Maltese
Kurt Micallef | Albert Gatt | Marc Tanti | Lonneke van der Plas | Claudia Borg

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Building an Event Extractor with Only a Few Examples
Pengfei Yu | Zixuan Zhang | Clare Voss | Jonathan May | Heng Ji

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Task Transfer and Domain Adaptation for Zero-Shot Question Answering
Xiang Pan | Alex Sheng | David Shimshoni | Aditya Singhal | Sara Rosenthal | Avirup Sil

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Let the Model Decide its Curriculum for Multitask Learning
Neeraj Varshney | Swaroop Mishra | Chitta Baral

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AfriTeVA: Extending ?Small Data? Pretraining Approaches to Sequence-to-Sequence Models
Odunayo Jude Ogundepo | Akintunde Oladipo | Mofetoluwa Adeyemi | Kelechi Ogueji | Jimmy Lin

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Few-shot Learning for Sumerian Named Entity Recognition
Guanghai Wang | Yudong Liu | James Hearne

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Deep Learning-Based Morphological Segmentation for Indigenous Languages: A Study Case on Innu-Aimun
Ngoc Tan Le | Antoine Cadotte | Mathieu Boivin | Fatiha Sadat | Jimena Terraza

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Clean or Annotate: How to Spend a Limited Data Collection Budget
Derek Chen | Zhou Yu | Samuel R. Bowman

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Unsupervised Knowledge Graph Generation Using Semantic Similarity Matching
Lixian Liu | Amin Omidvar | Zongyang Ma | Ameeta Agrawal | Aijun An

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FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments
Dimitris Papadopoulos | Katerina Metropoulou | Nikolaos Papadakis | Nikolaos Matsatsinis

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Alternative non-BERT model choices for the textual classification in low-resource languages and environments
Syed Mustavi Maheen | Moshiur Rahman Faisal | Md. Rafakat Rahman | Md. Shahriar Karim

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Generating Complement Data for Aspect Term Extraction with GPT-2
Amir Pouran Ben Veyseh | Franck Dernoncourt | Bonan Min | Thien Huu Nguyen

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How to Translate Your Samples and Choose Your Shots? Analyzing Translate-train & Few-shot Cross-lingual Transfer
Iman Jundi | Gabriella Lapesa

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Unified NMT models for the Indian subcontinent, transcending script-barriers
Gokul N.c.

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