Domain Adaptation of Thai Word Segmentation Models using Stacked Ensemble. - Peerat Limkonchotiwat; Wannaphong Phatthiyaphaibun; Raheem Sarwar; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP (1), 2020)

Handling Cross- and Out-of-Domain Samples in Thai Word Segmentation. - Peerat Limkonchotiwat; Wannaphong Phatthiyaphaibun; Raheem Sarwar; Ekapol Chuangsuwanich; Sarana Nutanong (ACL/IJCNLP (Findings), 2021)

Robust Fragment-Based Framework for Cross-lingual Sentence Retrieval. - Nattapol Trijakwanich; Peerat Limkonchotiwat; Raheem Sarwar; Wannaphong Phatthiyaphaibun; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP (Findings), 2021)

AI Builders: Teaching Thai Students to Build End-to-End Machine Learning Projects Online. - Charin Polpanumas; Peerat Limkonchotiwat; Benyapa Matupumanon; Chompakorn Chaksangchaichot; Natkrita Chumlek; Nattakarn Phaphoom; Pakin Siwatammarat; Pined Laohapiengsak; Sukrit Amornpornwiwat; Witchapong Daroontham; Ekapol Chuangsuwanich; Kowin Kulruchakorn; et al. (TALE, 2021)

Thai Nested Named Entity Recognition Corpus. - Weerayut Buaphet; Can Udomcharoenchaikit; Peerat Limkonchotiwat; Attapol Rutherford; Sarana Nutanong (ACL (Findings), 2022)

ConGen: Unsupervised Control and Generalization Distillation For Sentence Representation. - Peerat Limkonchotiwat; Wuttikorn Ponwitayarat; Lalita Lowphansirikul; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP (Findings), 2022)

CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question Answering. - Peerat Limkonchotiwat; Wuttikorn Ponwitayarat; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (NAACL-HLT (Findings), 2022)

Thai Wav2Vec2.0 with CommonVoice V8. - Wannaphong Phatthiyaphaibun; Chompakorn Chaksangchaichot; Peerat Limkonchotiwat; Ekapol Chuangsuwanich; Sarana Nutanong (CoRR, 2022)

Typo-Robust Representation Learning for Dense Retrieval. - Panuthep Tasawong; Wuttikorn Ponwitayarat; Peerat Limkonchotiwat; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (ACL (2), 2023)

mReFinED: An Efficient End-to-End Multilingual Entity Linking System. - Peerat Limkonchotiwat; Weiwei Cheng; Christos Christodoulopoulos 001; Amir Saffari; Jens Lehmann 001 (EMNLP (Findings), 2023)

Two-stage Thai Misspelling Correction based on Pre-trained Language Models. - Idhibhat Pankam; Peerat Limkonchotiwat; Ekapol Chuangsuwanich (JCSSE, 2023)

PyThaiNLP: Thai Natural Language Processing in Python. - Wannaphong Phatthiyaphaibun; Korakot Chaovavanich; Charin Polpanumas; Arthit Suriyawongkul; Lalita Lowphansirikul; Pattarawat Chormai; Peerat Limkonchotiwat; Thanathip Suntorntip; Can Udomcharoenchaikit (CoRR, 2023)

An Efficient Self-Supervised Cross-View Training For Sentence Embedding. - Peerat Limkonchotiwat; Wuttikorn Ponwitayarat; Lalita Lowphansirikul; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (Trans. Assoc. Comput. Linguistics, 2023)

Identifying and Mitigating Annotation Bias in Natural Language Understanding using Causal Mediation Analysis. - Sitiporn Sae Lim; Can Udomcharoenchaikit; Peerat Limkonchotiwat; Ekapol Chuangsuwanich; Sarana Nutanong (ACL (Findings), 2024)

Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai. - Parinthapat Pengpun; Can Udomcharoenchaikit; Weerayut Buaphet; Peerat Limkonchotiwat (ACL (Student Research Workshop), 2024)

Space Decomposition for Sentence Embedding. - Wuttikorn Ponwitayarat; Peerat Limkonchotiwat; Ekapol Chuangsuwanich; Sarana Nutanong (ACL (Findings), 2024)

McCrolin: Multi-consistency Cross-lingual Training for Retrieval Question Answering. - Peerat Limkonchotiwat; Wuttikorn Ponwitayarat; Lalita Lowphansirikul; Potsawee Manakul; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP (Findings), 2024)

SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages. - Holy Lovenia; Rahmad Mahendra; Salsabil Maulana Akbar; Lester James V. Miranda; Jennifer Santoso; Elyanah Aco; Akhdan Fadhilah; Jonibek Mansurov; Joseph Marvin Imperial; Onno Kampman; Joel Ruben Antony Moniz; Muhammad Ravi Shulthan Habibi; et al. (EMNLP, 2024)

An Empirical Study of Multilingual Reasoning Distillation for Question Answering. - Patomporn Payoungkhamdee; Peerat Limkonchotiwat; Jinheon Baek; Potsawee Manakul; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP, 2024)

On Creating an English-Thai Code-switched Machine Translation in Medical Domain. - Parinthapat Pengpun; Krittamate Tiankanon; Amrest Chinkamol; Jiramet Kinchagawat; Pitchaya Chairuengjitjaras; Pasit Supholkhan; Pubordee Aussavavirojekul; Chiraphat Boonnag; Kanyakorn Veerakanjana; Hirunkul Phimsiri; Boonthicha Sae-jia; Nattawach Sataudom; et al. (EMNLP (Findings), 2024)

Efficient Overshadowed Entity Disambiguation by Mitigating Shortcut Learning. - Panuthep Tasawong; Peerat Limkonchotiwat; Potsawee Manakul; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (EMNLP, 2024)

WangchanLion and WangchanX MRC Eval. - Wannaphong Phatthiyaphaibun; Surapon Nonesung; Patomporn Payoungkhamdee; Peerat Limkonchotiwat; Can Udomcharoenchaikit; Ekapol Chuangsuwanich; Sarana Nutanong (CoRR, 2024)

SEACrowd: A Multilingual Multimodal Data Hub and Benchmark Suite for Southeast Asian Languages. - Holy Lovenia; Rahmad Mahendra; Salsabil Maulana Akbar; Lester James V. Miranda; Jennifer Santoso; Elyanah Aco; Akhdan Fadhilah; Jonibek Mansurov; Joseph Marvin Imperial; Onno Pepijn Kampman; Joel Ruben Antony Moniz; Muhammad Ravi Shulthan Habibi; et al. (CoRR, 2024)

WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines. - Genta Indra Winata; Frederikus Hudi; Patrick Amadeus Irawan; David Anugraha; Rifki Afina Putri; Yutong Wang; Adam Nohejl; Ubaidillah Ariq Prathama; Nedjma Ousidhoum; Afifa Amriani; Anar Rzayev; Anirban Das; et al. (CoRR, 2024)

Can General-Purpose Large Language Models Generalize to English-Thai Machine Translation ? - Jirat Chiaranaipanich; Naiyarat Hanmatheekuna; Jitkapat Sawatphol; Krittamate Tiankanon; Jiramet Kinchagawat; Amrest Chinkamol; Parinthapat Pengpun; Piyalitt Ittichaiwong; Peerat Limkonchotiwat (CoRR, 2024)

Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation. - Shivalika Singh; Angelika Romanou; Clémentine Fourrier; David Ifeoluwa Adelani; Jian Gang Ngui; Daniel Vila-Suero; Peerat Limkonchotiwat; Kelly Marchisio; Wei Qi Leong; Yosephine Susanto; Raymond Ng; Shayne Longpre; et al. (CoRR, 2024)

Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia. - Samuel Cahyawijaya; Holy Lovenia; Joel Ruben Antony Moniz; Tack Hwa Wong; Mohammad Rifqi Farhansyah; Thant Thiri Maung; Frederikus Hudi; David Anugraha; Muhammad Ravi Shulthan Habibi; Muhammad Reza Qorib; Amit Agarwal; Joseph Marvin Imperial; et al. (ACL (1), 2025)

Towards Better Understanding of Program-of-Thought Reasoning in Cross-Lingual and Multilingual Environments. - Patomporn Payoungkhamdee; Pume Tuchinda; Jinheon Baek; Samuel Cahyawijaya; Can Udomcharoenchaikit; Potsawee Manakul; Peerat Limkonchotiwat; Ekapol Chuangsuwanich; Sarana Nutanong (ACL (Findings), 2025)

Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation. - Shivalika Singh; Angelika Romanou; Clémentine Fourrier; David Ifeoluwa Adelani; Jian Gang Ngui; Daniel Vila-Suero; Peerat Limkonchotiwat; Kelly Marchisio; Wei Qi Leong; Yosephine Susanto; Raymond Ng; Shayne Longpre; et al. (ACL (1), 2025)

SEA-HELM: Southeast Asian Holistic Evaluation of Language Models. - Yosephine Susanto; Adithya Venkatadri Hulagadri; Jann Railey Montalan; Jian Gang Ngui; Xianbin Yong; Wei Qi Leong; Hamsawardhini Rengarajan; Peerat Limkonchotiwat; Yifan Mai 001; William-Chandra Tjhi (ACL (Findings), 2025)

WorldCuisines: A Massive-Scale Benchmark for Multilingual and Multicultural Visual Question Answering on Global Cuisines. - Genta Indra Winata; Frederikus Hudi; Patrick Amadeus Irawan; David Anugraha; Rifki Afina Putri; Yutong Wang; Adam Nohejl; Ubaidillah Ariq Prathama; Nedjma Ousidhoum; Afifa Amriani; Anar Rzayev; Anirban Das; et al. (NAACL (Long Papers), 2025)

Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast Asia. - Samuel Cahyawijaya; Holy Lovenia; Joel Ruben Antony Moniz; Tack Hwa Wong; Mohammad Rifqi Farhansyah; Thant Thiri Maung; Frederikus Hudi; David Anugraha; Muhammad Ravi Shulthan Habibi; Muhammad Reza Qorib; Amit Agarwal; Joseph Marvin Imperial; et al. (CoRR, 2025)

SEA-LION: Southeast Asian Languages in One Network. - Raymond Ng; Thanh Ngan Nguyen; Yuli Huang; Ngee Chia Tai; Wai Yi Leong; Wei Qi Leong; Xianbin Yong; Jian Gang Ngui; Yosephine Susanto; Nicholas Cheng; Hamsawardhini Rengarajan; Peerat Limkonchotiwat; et al. (CoRR, 2025)

Assessing Thai Dialect Performance in LLMs with Automatic Benchmarks and Human Evaluation. - Peerat Limkonchotiwat; Kanruethai Masuk; Surapon Nonesung; Chalermpun Mai-On; Sarana Nutanong; Wuttikorn Ponwitayarat; Potsawee Manakul (CoRR, 2025)

Decom-Renorm-Merge: Model Merging on the Right Space Improves Multitasking. - Yuatyong Chaichana; Thanapat Trachu; Peerat Limkonchotiwat; Konpat Preechakul; Tirasan Khandhawit; Ekapol Chuangsuwanich (CoRR, 2025)

Language Surgery in Multilingual Large Language Models. - Joanito Agili Lopo; Muhammad Ravi Shulthan Habibi; Tack Hwa Wong; Muhammad Ilham Ghozali; Fajri Koto; Genta Indra Winata; Peerat Limkonchotiwat; Alham Fikri Aji; Samuel Cahyawijaya (CoRR, 2025)

Mangosteen: An Open Thai Corpus for Language Model Pretraining. - Wannaphong Phatthiyaphaibun; Can Udomcharoenchaikit; Pakpoom Singkorapoom; Kunat Pipatanakul; Ekapol Chuangsuwanich; Peerat Limkonchotiwat; Sarana Nutanong (CoRR, 2025)

SEADialogues: A Multilingual Culturally Grounded Multi-turn Dialogue Dataset on Southeast Asian Languages. - Muhammad Dehan Al Kautsar; Aswin Candra; M. Alif Al Hakim; Maxalmina Satria Kahfi; Fajri Koto; Alham Fikri Aji; Peerat Limkonchotiwat; Ekapol Chuangsuwanich; Genta Indra Winata (CoRR, 2025)

SEA-BED: Southeast Asia Embedding Benchmark. - Wuttikorn Ponwitayarat; Raymond Ng; Jann Railey Montalan; Thura Aung; Jian Gang Ngui; Yosephine Susanto; William-Chandra Tjhi; Panuthep Tasawong; Erik Cambria; Ekapol Chuangsuwanich; Sarana Nutanong; Peerat Limkonchotiwat (CoRR, 2025)

WangchanThaiInstruct: An instruction-following Dataset for Culture-Aware, Multitask, and Multi-domain Evaluation in Thai. - Peerat Limkonchotiwat; Pume Tuchinda; Lalita Lowphansirikul; Surapon Nonesung; Panuthep Tasawong; Alham Fikri Aji; Can Udomcharoenchaikit; Sarana Nutanong (CoRR, 2025)