A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios

23 October 2020

Papers citing "A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios"

49 / 49 papers shown

Title
Efficient Domain-adaptive Continual Pretraining for the Process Industry in the German Language Anastasia Zhukova Christian E. Matt Terry Ruas Bela Gipp CLL VLM 98 0 0 28 Apr 2025
Speaker Diarization for Low-Resource Languages Through Wav2vec Fine-Tuning Abdulhady Abas Abdullah S. H. Karim Sara Azad Ahmed Kanar R. Tariq Tarik Ahmed Rashid 147 0 0 23 Apr 2025
LAG-MMLU: Benchmarking Frontier LLM Understanding in Latvian and Giriama Naome A. Etori Kevin Lu Randu Karisa Arturs Kanepajs LRM ELM 152 0 0 14 Mar 2025
NaijaNLP: A Survey of Nigerian Low-Resource Languages Isa Inuwa-Dutse 42 0 0 27 Feb 2025
Text2Data: Low-Resource Data Generation with Textual Control Shiyu Wang Yihao Feng Tian Lan Ning Yu Yu Bai R. Xu H. Wang Caiming Xiong S. DiffM 80 0 0 03 Jan 2025
Chain-of-Translation Prompting (CoTR): A Novel Prompting Technique for Low Resource Languages Tejas Deshpande Nidhi Kowtal Raviraj Joshi LRM 49 1 0 31 Dec 2024
Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models Zhipeng Chen Liang Song K. Zhou Wayne Xin Zhao B. Wang Weipeng Chen Ji-Rong Wen 63 0 0 10 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 26 0 0 04 Oct 2024
Natural Language Processing RELIES on Linguistics Juri Opitz Shira Wein Nathan Schneider AI4CE 52 7 0 09 May 2024
Zero-shot Cross-lingual Stance Detection via Adversarial Language Adaptation A. Bharathi A. Zubiaga 27 0 0 22 Apr 2024
Borrowing Treasures from Neighbors: In-Context Learning for Multimodal Learning with Missing Modalities and Data Scarcity Zhuo Zhi Ziquan Liu M. Elbadawi Adam Daneshmend Mine Orlu Abdul Basit Andreas Demosthenous Miguel R. D. Rodrigues 34 2 0 14 Mar 2024
Surfing the modeling of PoS taggers in low-resource scenarios M. Ferro V. Darriba F. J. Ribadas J. G. Gil 14 0 0 04 Feb 2024
Low-Resource Vision Challenges for Foundation Models Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 24 5 0 09 Jan 2024
GradSim: Gradient-Based Language Grouping for Effective Multilingual Training Mingyang Wang Heike Adel Lukas Lange Jannik Strötgen Hinrich Schütze 20 3 0 23 Oct 2023
Who Are All The Stochastic Parrots Imitating? They Should Tell Us! Sagi Shaier Lawrence E Hunter K. Wense 34 3 0 16 Oct 2023
Adaptive conformal classification with noisy labels Matteo Sesia Y. X. R. Wang Xin Tong 22 12 0 10 Sep 2023
Lexicon and Rule-based Word Lemmatization Approach for the Somali Language Shafie Abdi Mohamed Muhidin A. Mohamed 10 2 0 03 Aug 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 32 2 0 23 May 2023
TADA: Efficient Task-Agnostic Domain Adaptation for Transformers Chia-Chien Hung Lukas Lange Jannik Strötgen 20 9 0 22 May 2023
Low-Resourced Machine Translation for Senegalese Wolof Language Derguene Mbaye Moussa Diallo T. Diop 19 4 0 01 May 2023
Efficient OCR for Building a Diverse Digital History Jacob Carlson Tom Bryan Melissa Dell 23 11 0 05 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 26 169 0 04 Apr 2023
Approaches to Corpus Creation for Low-Resource Language Technology: the Case of Southern Kurdish and Laki Sina Ahmadi Zahra Azin Sara Belelli Antonios Anastasopoulos 24 3 0 03 Apr 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 8 6 0 22 Feb 2023
Exploring Methods for Building Dialects-Mandarin Code-Mixing Corpora: A Case Study in Taiwanese Hokkien Sin-En Lu Bo-Han Lu Chaohong Lu Richard Tzong-Han Tsai 25 5 0 21 Jan 2023
High-Resource Methodological Bias in Low-Resource Investigations Maartje ter Hoeve David Grangier Natalie Schluter 33 2 0 14 Nov 2022
RuCoLA: Russian Corpus of Linguistic Acceptability Vladislav Mikhailov T. Shamardina Max Ryabinin A. Pestova I. Smurov Ekaterina Artemova 25 28 0 23 Oct 2022
Some Languages are More Equal than Others: Probing Deeper into the Linguistic Disparity in the NLP World Surangika Ranathunga Nisansa de Silva 31 34 0 16 Oct 2022
The Development of a Labelled te reo Māori-English Bilingual Database for Language Technology Jesin James Isabella Shields Vithya Yogarajan Peter J. Keegan C. Watson Peter-Lucas Jones Keoni Mahelona 17 2 0 21 Aug 2022
Task-Adaptive Pre-Training for Boosting Learning With Noisy Labels: A Study on Text Classification for African Languages D. Zhu Michael A. Hedderich Fangzhou Zhai David Ifeoluwa Adelani Dietrich Klakow NoLa 32 0 0 03 Jun 2022
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference Shuang Li Xuming Hu Li Lin Aiwei Liu Lijie Wen Philip S. Yu 33 18 0 31 May 2022
Multilingual Normalization of Temporal Expressions with Masked Language Models Lukas Lange Jannik Strötgen Heike Adel Dietrich Klakow 29 6 0 20 May 2022
Is BERT Robust to Label Noise? A Study on Learning with Noisy Labels in Text Classification D. Zhu Michael A. Hedderich Fangzhou Zhai David Ifeoluwa Adelani Dietrich Klakow NoLa 25 32 0 20 Apr 2022
Detect Rumors in Microblog Posts for Low-Resource Domains via Adversarial Contrastive Learning Hongzhan Lin Jing Ma Liangliang Chen Zhiwei Yang Mingfei Cheng Guang Chen 32 55 0 18 Apr 2022
mGPT: Few-Shot Learners Go Multilingual Oleh Shliazhko Alena Fenogenova Maria Tikhonova Vladislav Mikhailov Anastasia Kozlova Tatiana Shavrina 43 148 0 15 Apr 2022
Representation Learning for Resource-Constrained Keyphrase Generation Di Wu Wasi Uddin Ahmad Sunipa Dev Kai-Wei Chang 36 17 0 15 Mar 2022
Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation Zoey Liu Emily Tucker Prudhommeaux 32 4 0 05 Jan 2022
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 30 33 0 18 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 35 7 0 02 Nov 2021
Neural Machine Translation for Low-Resource Languages: A Survey Surangika Ranathunga E. Lee Marjana Prifti Skenduli Ravi Shekhar Mehreen Alam Rishemjit Kaur 27 234 0 29 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Mohit Bansal Diyi Yang 26 172 0 14 Jun 2021
Domain Adaptation and Multi-Domain Adaptation for Neural Machine Translation: A Survey Danielle Saunders AI4CE 11 85 0 14 Apr 2021
Analysing the Noise Model Error for Realistic Noisy Label Data Michael A. Hedderich D. Zhu Dietrich Klakow NoLa 21 19 0 24 Jan 2021
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 243 1,450 0 18 Mar 2020
Data Augmentation using Pre-trained Transformer Models Varun Kumar Ashutosh Choudhary Eunah Cho VLM 214 315 0 04 Mar 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,587 0 21 Jan 2020
Challenges of language technologies for the indigenous languages of the Americas Manuel Mager Ximena Gutierrez-Vasques Gerardo E Sierra Ivan Vladimir Meza Ruiz VLM 187 88 0 12 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 317 11,681 0 09 Mar 2017
Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification Xilun Chen Yu Sun Ben Athiwaratkun Claire Cardie Kilian Q. Weinberger 224 315 0 06 Jun 2016