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A Pilot Study of Text-to-SQL Semantic Parsing for Vietnamese

arXiv 2010.01891 ↗First posted 5 Oct 2020cs.CL cs.AIcited by 36

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Abstract (arXiv)

Semantic parsing is an important NLP task. However, Vietnamese is a low-resource language in this research area. In this paper, we present the first public large-scale Text-to-SQL semantic parsing dataset for Vietnamese. We extend and evaluate two strong semantic parsing baselines EditSQL (Zhang et al., 2019) and IRNet (Guo et al., 2019) on our dataset. We compare the two baselines with key configurations and find that: automatic Vietnamese word segmentation improves the parsing results of both baselines; the normalized pointwise mutual information (NPMI) score (Bouma, 2009) is useful for schema linking; latent syntactic features extracted from a neural dependency parser for Vietnamese also improve the results; and the monolingual language model PhoBERT for Vietnamese (Nguyen and Nguyen, 2020) helps produce higher performances than the recent best multilingual language model XLM-R (Conneau et al., 2020).

Key facts. Cited by 36 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Oct 2020.

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Citing papers per year: 2021: 8; 2022: 6; 2023: 6; 2024: 8; 2025: 6; 2026: 2.

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  1. 2024Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQLcited by 118
  2. 2024A Survey of Text-to-SQL in the Era of LLMs: Where are we, and where are we going?cited by 54
  3. 2022Recent Advances in Text-to-SQL: A Survey of What We Have and What We Expectcited by 47
  4. 2021BARTpho: Pre-trained Sequence-to-Sequence Models for Vietnamesecited by 33
  5. 2022XRICL: Cross-lingual Retrieval-Augmented In-Context Learning for Cross-lingual Text-to-SQL Semantic Parsingcited by 32
  6. 2023Natural Language Interfaces for Tabular Data Querying and Visualization: A Surveycited by 27
  7. 2022MultiSpider: Towards Benchmarking Multilingual Text-to-SQL Semantic Parsingcited by 22
  8. 2021Intent Detection and Slot Filling for Vietnamesecited by 19
  9. 2021COVID-19 Named Entity Recognition for Vietnamesecited by 19
  10. 2021Constructive and Toxic Speech Detection for Open-domain Social Media Comments in Vietnamesecited by 17
  11. 2021PhoNLP: A joint multi-task learning model for Vietnamese part-of-speech tagging, named entity recognition and dependency parsingcited by 13
  12. 2023ViHOS: Hate Speech Spans Detection for Vietnamesecited by 13
24 more
  1. 2025Tabular Data Understanding with LLMs: A Survey of Recent Advances and Challengescited by 10
  2. 2021Sentence Extraction-Based Machine Reading Comprehension for Vietnamesecited by 9
  3. 2022Vietnamese Hate and Offensive Detection using PhoBERT-CNN and Social Media Streaming Datacited by 9
  4. 2023Reboost Large Language Model-based Text-to-SQL, Text-to-Python, and Text-to-Function -- with Real Applications in Traffic Domaincited by 9
  5. 2025Multilingual Text-to-SQL: Benchmarking the Limits of Language Models with Collaborative Language Agentscited by 7
  6. 2024Crossing Linguistic Horizons: Finetuning and Comprehensive Evaluation of Vietnamese Large Language Modelscited by 6
  7. 2024StatBot.Swiss: Bilingual Open Data Exploration in Natural Languagecited by 6
  8. 2023XSemPLR: Cross-Lingual Semantic Parsing in Multiple Natural Languages and Meaning Representationscited by 5
  9. 2023BARTPhoBEiT: Pre-trained Sequence-to-Sequence and Image Transformers Models for Vietnamese Visual Question Answeringcited by 5
  10. 2023ViCLEVR: A Visual Reasoning Dataset and Hybrid Multimodal Fusion Model for Visual Question Answering in Vietnamesecited by 5
  11. 2024ViWikiFC: Fact-Checking for Vietnamese Wikipedia-Based Textual Knowledge Sourcecited by 4
  12. 2021Predicting Job Titles from Job Descriptions with Multi-label Text Classificationcited by 2
  13. 2022From Disfluency Detection to Intent Detection and Slot Fillingcited by 2
  14. 2025MULTITAT: Benchmarking Multilingual Table-and-Text Question Answeringcited by 2
  15. 2025A Large-Scale Benchmark for Vietnamese Sentence Paraphrasescited by 1
  16. 2021ReINTEL Challenge 2020: Exploiting Transfer Learning Models for Reliable Intelligence Identification on Vietnamese Social Network Sitescited by 0
  17. 2022vieCap4H-VLSP 2021: Vietnamese Image Captioning for Healthcare Domain using Swin Transformer and Attention-based LSTMcited by 0
  18. 2024AraSpider: Democratizing Arabic-to-SQLcited by 0
  19. 2024Advancing Vietnamese Visual Question Answering with Transformer and Convolutional Integrationcited by 0
  20. 2024Cross-lingual Back-Parsing: Utterance Synthesis from Meaning Representation for Zero-Resource Semantic Parsingcited by 0
  21. 2025Multilingual Datasets for Custom Input Extraction and Explanation Requests Parsing in Conversational XAI Systemscited by 0
  22. 2025Prompt Engineering Techniques for Context-dependent Text-to-SQL in Arabiccited by 0
  23. 2026BIRDTurk: Adaptation of the BIRD Text-to-SQL Dataset to Turkishcited by 0
  24. 2026ViMultiChoice: Toward a Method That Gives Explanation for Multiple-Choice Reading Comprehension in Vietnamesecited by 0