Publications

@inproceedings{do-etal-2024-zela-advancing,

title = {ZeLa: Advancing Zero-Shot Multilingual Semantic Parsing with Large Language Models and Chain-of-Thought Strategies},

author = {Truong Dinh Do and Phuong Minh Nguyen and Minh Nguyen},

editor = {Nicoletta Calzolari and Min-Yen Kan and Veronique Hoste and Alessandro Lenci and Sakriani Sakti and Nianwen Xue},

url = {https://aclanthology.org/2024.lrec-main.1547},

year  = {2024},

date = {2024-05-01},

booktitle = {Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)},

pages = {17783--17794},

publisher = {ELRA and ICCL},

address = {Torino, Italia},

abstract = {In recent years, there have been significant advancements in semantic parsing tasks, thanks to the introduction of pre-trained language models. However, a substantial gap persists between English and other languages due to the scarcity of annotated data. One promising strategy to bridge this gap involves augmenting multilingual datasets using labeled English data and subsequently leveraging this augmented dataset for training semantic parsers (known as zero-shot multilingual semantic parsing). In our study, we propose a novel framework to effectively perform zero-shot multilingual semantic parsing under the support of large language models (LLMs). Given data annotated pairs (sentence, semantic representation) in English, our proposed framework automatically augments data in other languages via multilingual chain-of-thought (CoT) prompting techniques that progressively construct the semantic form in these languages. By breaking down the entire semantic representation into sub-semantic fragments, our CoT prompting technique simplifies the intricate semantic structure at each step, thereby facilitating the LLMs in generating accurate outputs more efficiently. Notably, this entire augmentation process is achieved without the need for any demonstration samples in the target languages (zero-shot learning). In our experiments, we demonstrate the effectiveness of our method by evaluating it on two well-known multilingual semantic parsing datasets: MTOP and MASSIVE.},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{le2024vietnamese,

title = {Vietnamese Elementary Math Reasoning Using Large Language Model with Refined Translation and Dense-Retrieved Chain-of-Thought},

author = {Nguyen-Khang Le and Dieu-Hien Nguyen and Dinh-Truong Do and Chau Nguyen and Minh Le Nguyen},

year  = {2024},

date = {2024-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {260--268},

organization = {Springer},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2024captainb,

title = {CAPTAIN at COLIEE 2024: large language model for legal text retrieval and entailment},

author = {Phuong Nguyen and Cong Nguyen and Hiep Nguyen and Minh Nguyen and An Trieu and Dat Nguyen and Le-Minh Nguyen},

year  = {2024},

date = {2024-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {125--139},

organization = {Springer Nature Singapore Singapore},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2024semantic,

title = {Semantic Parsing for Question and Answering over Scholarly Knowledge Graph with Large Language Models},

author = {Le-Minh Nguyen and Le-Nguyen Khang and Kieu Que Anh and Nguyen Dieu Hien and Yukari Nagai},

year  = {2024},

date = {2024-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {284--298},

organization = {Springer Nature Singapore Singapore},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2024pushing,

title = {Pushing the boundaries of legal information processing with integration of large language models},

author = {Chau Nguyen and Thanh Tran and Khang Le and Hien Nguyen and Truong Do and Trang Pham and Son T Luu and Trung Vo and Le-Minh Nguyen},

year  = {2024},

date = {2024-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {167--182},

organization = {Springer Nature Singapore Singapore},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{le2024vietnameseb,

title = {Vietnamese Elementary Math Reasoning Using Large Language Model with Refined Translation and Dense-Retrieved Chain-of-Thought},

author = {Nguyen-Khang Le and Dieu-Hien Nguyen and Dinh-Truong Do and Chau Nguyen and Minh Le Nguyen},

year  = {2024},

date = {2024-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {260--268},

organization = {Springer Nature Singapore Singapore},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{do2024zela,

title = {ZeLa: Advancing Zero-Shot Multilingual Semantic Parsing with Large Language Models and Chain-of-Thought Strategies},

author = {Truong Dinh Do and Phuong Minh Nguyen and Minh Nguyen},

year  = {2024},

date = {2024-01-01},

booktitle = {Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)},

pages = {17783--17794},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{p2023,

title = {StructSP: Efficient Fine-tuning of Task-Oriented Dialog System by Using Structure-aware Boosting and Grammar Constraints},

author = {Do Truong and Nguyen Phuong and Nguyen Minh},

year  = {2023},

date = {2023-07-01},

urldate = {2023-07-01},

booktitle = {Findings of the Association for Computational Linguistics: ACL 2023},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{covrelexse,

title = {CovRelex-SE: Adding Semantic Information for Relation Search via Sequence Embedding},

author = {Dinh-Truong Do and Chau Nguyen and Vu Tran and Ken Satoh and Yuji Matsumoto and Le-Minh Nguyen},

year  = {2023},

date = {2023-01-01},

urldate = {2023-01-01},

booktitle = {Proceedings of the 17th conference of the european chapter of the association for computational linguistics: system demonstrations},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{le2023welcome,

title = {Welcome Message from the KSE 2023 General Committee},

author = {Nguyen Le Minh and Le Sy Vinh and Bui Thu Lam},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 15th International Conference on Knowledge and Systems Engineering (KSE)},

pages = {1--2},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{vijitkunsawat2023videob,

title = {Video-Based Sign Language Digit Recognition for the Thai Language: A New Dataset and Method Comparisons.},

author = {Wuttichai Vijitkunsawat and Teeradaj Racharak and Chau Nguyen and Nguyen Le Minh},

year  = {2023},

date = {2023-01-01},

booktitle = {ICPRAM},

pages = {775--782},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{vuong2023improving,

title = {Improving Vietnamese Legal Question--Answering System Based on Automatic Data Enrichment},

author = {Thi-Hai-Yen Vuong and Ha-Thanh Nguyen and Quang-Huy Nguyen and Le-Minh Nguyen and Xuan-Hieu Phan},

year  = {2023},

date = {2023-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {49--65},

organization = {Springer Nature Switzerland Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{do2023gram,

title = {GRAM: Grammar-Based Refined-Label Representing Mechanism in the Hierarchical Semantic Parsing Task},

author = {Dinh-Truong Do and Minh-Phuong Nguyen and Le-Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {International Conference on Applications of Natural Language to Information Systems},

pages = {339--351},

organization = {Springer Nature Switzerland Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{do2023structsp,

title = {StructSP: Efficient Fine-tuning of Task-Oriented Dialog System by Using Structure-aware Boosting and Grammar Constraints},

author = {Truong Do and Phuong Nguyen and Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {Findings of the Association for Computational Linguistics: ACL 2023},

pages = {10206--10220},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{do2023covrelex,

title = {CovRelex-SE: Adding Semantic Information for Relation Search via Sequence Embedding},

author = {Truong Do and Chau Nguyen and Vu Tran and Ken Satoh and Yuji Matsumoto and Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {Proceedings of the 17th Conference of the European Chapter of the Association for Computational Linguistics: System Demonstrations},

pages = {35--42},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{jin2023negt5,

title = {NegT5: A Cross-Task Text-to-Text Framework for Negation in Question Answering},

author = {Tao Jin and Teeradaj Racharak and Minh Le Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {Asian Conference on Intelligent Information and Database Systems},

pages = {272--285},

organization = {Springer Nature Singapore Singapore},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{anh2023impact,

title = {The impact of large language modeling on natural language processing in legal texts: a comprehensive survey},

author = {Dang Hoang Anh and Dinh-Truong Do and Vu Tran and Nguyen Le Minh},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 15th International Conference on Knowledge and Systems Engineering (KSE)},

pages = {1--7},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2023summary,

title = {A Summary of the ALQAC 2023 Competition},

author = {Chau Nguyen and Son T Luu and Thanh Tran and An Trieu and Anh Dang and Dat Nguyen and Hiep Nguyen and Tin Pham and Trang Pham and Thien-Trung Vo and others},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 15th International Conference on Knowledge and Systems Engineering (KSE)},

pages = {1--6},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{hoang2023aiepu,

title = {AIEPU at ALQAC 2023: deep learning methods for legal information retrieval and question answering},

author = {Long Hoang and Tung Bui and Chau Nguyen and Le-Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 15th International Conference on Knowledge and Systems Engineering (KSE)},

pages = {1--6},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{le2023constructing,

title = {Constructing a Closed-Domain Question Answering System with Generative Language Models},

author = {Hung Le and Le-Minh Nguyen and Jiaying Ni and Shogo Okada},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 15th International Conference on Knowledge and Systems Engineering (KSE)},

pages = {1--6},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{minh2023fast,

title = {A fast method to filter noisy parallel data wmt2023 shared task on parallel data curation},

author = {Nguyen-Hoang Minh-Cong and Nguyen Van-Vinh and Nguyen Le-Minh},

year  = {2023},

date = {2023-01-01},

booktitle = {Proceedings of the Eighth Conference on Machine Translation},

pages = {359--365},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{thi2023improving,

title = {Improving Multilingual Neural Machine Translation with Artificial Labels},

author = {Ngo Thi-Vinh and Bui Van-Tan and Nguyen Phuong-Thai and Nguyen Le-Minh},

year  = {2023},

date = {2023-01-01},

booktitle = {Proceedings of the 12th International Symposium on Information and Communication Technology},

pages = {79--84},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2023deep,

title = {Deep Nested Clustering Auto-Encoder for Anomaly-Based Network Intrusion Detection},

author = {Van Quan Nguyen and Thanh Long Ngo and Viet Hung Nguyen and Nathan Shone and others},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 RIVF International Conference on Computing and Communication Technologies (RIVF)},

pages = {289--294},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2023speaker,

title = {Speaker Verification Using Distance Based on Principal Component Analysis for Household Scenario Adaptation},

author = {Quoc-Huy Nguyen and Nguyen Le Minh and Masashi Unoki},

year  = {2023},

date = {2023-01-01},

booktitle = {2023 RIVF International Conference on Computing and Communication Technologies (RIVF)},

pages = {441--446},

organization = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{nguyen2023enhancing,

title = {Enhancing Legal Text Entailment with Prompt-Based ChatGPT: An Empirical Study},

author = {Chau Nguyen and Le-Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {184--196},

organization = {Springer Nature Switzerland Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}

@inproceedings{ito2023directionalb,

title = {Directional Generative Networks; Comparison to Evolutionary Algorithms, Using Measurements for Molecules},

author = {Yasuaki Ito and Le-Minh Nguyen},

year  = {2023},

date = {2023-01-01},

booktitle = {JSAI International Symposium on Artificial Intelligence},

pages = {151--166},

organization = {Springer Nature Switzerland Cham},

keywords = {},

pubstate = {published},

tppubtype = {inproceedings}

}