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

Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor 2022-07 Association for Computational Linguistics Hybrid text conference publication deeplo-2022-deep https://aclanthology.org/2022.deeplo-1.0/ Introducing QuBERT: A Large Monolingual Corpus and BERT Model for Southern Quechua Rodolfo Zevallos author John Ortega author William Chen author Richard Castro author Núria Bel author Cesar Yoshikawa author Renzo Venturas author Hilario Aradiel author Nelsi Melgarejo author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication zevallos-etal-2022-introducing 10.18653/v1/2022.deeplo-1.1 https://aclanthology.org/2022.deeplo-1.1/ 2022-07 1 13 Improving Distantly Supervised Document-Level Relation Extraction Through Natural Language Inference Clara Vania author Grace Lee author Andrea Pierleoni author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication vania-lee-and-andrea-pierleoni-2022-improving 10.18653/v1/2022.deeplo-1.2 https://aclanthology.org/2022.deeplo-1.2/ 2022-07 14 20 IDANI: Inference-time Domain Adaptation via Neuron-level Interventions Omer Antverg author Eyal Ben-David author Yonatan Belinkov author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication antverg-ben-david-and-yonatan-belinkov-2022-idani 10.18653/v1/2022.deeplo-1.3 https://aclanthology.org/2022.deeplo-1.3/ 2022-07 21 29 Generating unlabelled data for a tri-training approach in a low resourced NER task Hugo Boulanger author Thomas Lavergne author Sophie Rosset author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication boulanger-lavergne-and-sophie-rosset-2022-generating 10.18653/v1/2022.deeplo-1.4 https://aclanthology.org/2022.deeplo-1.4/ 2022-07 30 37 ANTS: A Framework for Retrieval of Text Segments in Unstructured Documents Brian Chivers author Mason P Jiang author Wonhee Lee author Amy Ng author Natalya I Rapstine author Alex Storer author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication chivers-etal-2022-ants 10.18653/v1/2022.deeplo-1.5 https://aclanthology.org/2022.deeplo-1.5/ 2022-07 38 47 Cross-TOP: Zero-Shot Cross-Schema Task-Oriented Parsing Melanie Rubino author Nicolas Guenon des Mesnards author Uday Shah author Nanjiang Jiang author Weiqi Sun author Konstantine Arkoudas author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication a-rubino-etal-2022-cross 10.18653/v1/2022.deeplo-1.6 https://aclanthology.org/2022.deeplo-1.6/ 2022-07 48 60 Help from the Neighbors: Estonian Dialect Normalization Using a Finnish Dialect Generator Mika Hämäläinen author Khalid Alnajjar author Tuuli Tuisk author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication hamalainen-alnajjar-and-tuuli-tuisk-2022-help 10.18653/v1/2022.deeplo-1.7 https://aclanthology.org/2022.deeplo-1.7/ 2022-07 61 66 Exploring diversity in back translation for low-resource machine translation Laurie Burchell author Alexandra Birch author Kenneth Heafield author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication burchell-birch-and-kenneth-heafield-2022-exploring 10.18653/v1/2022.deeplo-1.8 https://aclanthology.org/2022.deeplo-1.8/ 2022-07 67 79 Punctuation Restoration in Spanish Customer Support Transcripts using Transfer Learning Xiliang Zhu author Shayna Gardiner author David Rossouw author Tere Roldán author Simon Corston-Oliver author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication zhu-etal-2022-punctuation 10.18653/v1/2022.deeplo-1.9 https://aclanthology.org/2022.deeplo-1.9/ 2022-07 80 89 Pre-training Data Quality and Quantity for a Low-Resource Language: New Corpus and BERT Models for Maltese Kurt Micallef author Albert Gatt author Marc Tanti author Lonneke van der Plas author Claudia Borg author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication micallef-etal-2022-pre 10.18653/v1/2022.deeplo-1.10 https://aclanthology.org/2022.deeplo-1.10/ 2022-07 90 101 Building an Event Extractor with Only a Few Examples Pengfei Yu author Zixuan Zhang author Clare Voss author Jonathan May author Heng Ji author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication yu-etal-2022-building 10.18653/v1/2022.deeplo-1.11 https://aclanthology.org/2022.deeplo-1.11/ 2022-07 102 109 Task Transfer and Domain Adaptation for Zero-Shot Question Answering Xiang Pan author Alex Sheng author David Shimshoni author Aditya Singhal author Sara Rosenthal author Avirup Sil author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication pan-etal-2022-task 10.18653/v1/2022.deeplo-1.12 https://aclanthology.org/2022.deeplo-1.12/ 2022-07 110 116 Let the Model Decide its Curriculum for Multitask Learning Neeraj Varshney author Swaroop Mishra author Chitta Baral author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication varshney-mishra-and-chitta-baral-2022-model 10.18653/v1/2022.deeplo-1.13 https://aclanthology.org/2022.deeplo-1.13/ 2022-07 117 125 AfriTeVA: Extending ?Small Data? Pretraining Approaches to Sequence-to-Sequence Models Odunayo Jude Ogundepo author Akintunde Oladipo author Mofetoluwa Adeyemi author Kelechi Ogueji author Jimmy Lin author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication jude-ogundepo-etal-2022-afriteva 10.18653/v1/2022.deeplo-1.14 https://aclanthology.org/2022.deeplo-1.14/ 2022-07 126 135 Few-shot Learning for Sumerian Named Entity Recognition Guanghai Wang author Yudong Liu author James Hearne author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication wang-liu-and-james-hearne-2022-shot 10.18653/v1/2022.deeplo-1.15 https://aclanthology.org/2022.deeplo-1.15/ 2022-07 136 145 Deep Learning-Based Morphological Segmentation for Indigenous Languages: A Study Case on Innu-Aimun Ngoc Tan Le author Antoine Cadotte author Mathieu Boivin author Fatiha Sadat author Jimena Terraza author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication tan-le-etal-2022-deep 10.18653/v1/2022.deeplo-1.16 https://aclanthology.org/2022.deeplo-1.16/ 2022-07 146 151 Clean or Annotate: How to Spend a Limited Data Collection Budget Derek Chen author Zhou Yu author Samuel R Bowman author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication chen-yu-and-samuel-r-bowman-2022-clean 10.18653/v1/2022.deeplo-1.17 https://aclanthology.org/2022.deeplo-1.17/ 2022-07 152 168 Unsupervised Knowledge Graph Generation Using Semantic Similarity Matching Lixian Liu author Amin Omidvar author Zongyang Ma author Ameeta Agrawal author Aijun An author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication liu-etal-2022-unsupervised 10.18653/v1/2022.deeplo-1.18 https://aclanthology.org/2022.deeplo-1.18/ 2022-07 169 179 FarFetched: Entity-centric Reasoning and Claim Validation for the Greek Language based on Textually Represented Environments Dimitris Papadopoulos author Katerina Metropoulou author Nikolaos Papadakis author Nikolaos Matsatsinis author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication papadopoulos-etal-2022-farfetched 10.18653/v1/2022.deeplo-1.19 https://aclanthology.org/2022.deeplo-1.19/ 2022-07 180 191 Alternative non-BERT model choices for the textual classification in low-resource languages and environments Syed Mustavi Maheen author Moshiur Rahman Faisal author Md. Rafakat Rahman author Md. Shahriar Karim author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication mustavi-maheen-etal-2022-alternative 10.18653/v1/2022.deeplo-1.20 https://aclanthology.org/2022.deeplo-1.20/ 2022-07 192 202 Generating Complement Data for Aspect Term Extraction with GPT-2 Amir Pouran Ben Veyseh author Franck Dernoncourt author Bonan Min author Thien Huu Nguyen author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication pouran-ben-veyseh-etal-2022-generating 10.18653/v1/2022.deeplo-1.21 https://aclanthology.org/2022.deeplo-1.21/ 2022-07 203 213 How to Translate Your Samples and Choose Your Shots? Analyzing Translate-train & Few-shot Cross-lingual Transfer Iman Jundi author Gabriella Lapesa author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication jundi-and-gabriella-lapesa-2022-translate 10.18653/v1/2022.deeplo-1.22 https://aclanthology.org/2022.deeplo-1.22/ 2022-07 214 226 Unified NMT models for the Indian subcontinent, transcending script-barriers Gokul N.c. author 2022-07 text Proceedings of the Third Workshop on Deep Learning for Low-Resource Natural Language Processing Colin Cherry editor Angela Fan editor George Foster editor Gholamreza (Reza) Haffari editor Shahram Khadivi editor Nanyun (Violet) Peng editor Xiang Ren editor Ehsan Shareghi editor Swabha Swayamdipta editor Association for Computational Linguistics Hybrid conference publication n-c-2022-unified 10.18653/v1/2022.deeplo-1.23 https://aclanthology.org/2022.deeplo-1.23/ 2022-07 227 236