Large Language Models for Linguists : Building Culturally Sensitive AI (Crc Press Women in Ai Series)

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予約

Large Language Models for Linguists : Building Culturally Sensitive AI (Crc Press Women in Ai Series)

Jamthe, Sudha

ウェブストア価格 ¥38,057（本体¥34,598）
Chapman & Hall/CRC（2026/03発売）
外貨定価 US$ 170.00
ポイント 345pt

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製本 Hardcover:ハードカバー版／ページ数 246 p.
言語 ENG
商品コード 9781032889566

Full Description

This book bridges linguistics and technology, offering an in-depth exploration of Large Language Models (LLMs) tailored for linguists. It examines how Artificial Intelligence (AI) is trained using language as data, often overlooking linguistic nuance, and empowers linguists to shape AI development to preserve diverse linguistic and cultural heritages.

Key Features:

Accessible to All: No prior knowledge of technology or coding required, making it ideal for anyone transitioning into AI for languages.
Demystifies LLMs: Covers essential concepts like Natural Language Processing (NLP), Named Entity Recognition (NER), hallucinations, fine-tuning, and custom LLMs for languages.
Global Scope: Includes research, datasets, and LLM models for languages such as Portuguese, Yoruba, Tamil, Hindi, Swahili, Spanish, Korean, Arabic, Indigenous languages, and sign languages.
Cultural Context: Explores how historical trauma, colonialism, migration, and resilience shape language, emphasizing the need for AI to respect this complexity.
Practical Playbook: Guides linguists and cultural stewards in creating datasets and benchmarks that honor their communities, showcasing how vocabulary reflects cultural identity.
Online Resources: Offers tools, datasets, and community support for building AI tailored to specific languages at LLMLinguist.org.

Ideal for humanities scholars, computational linguists, and technologists seeking to develop language models that preserve the cultural richness of the world's voices.

1. LLM for Linguists - The What and Why 2. Why AI is not a logophile 3. Collocated words over morphology 4. Can you teach AI imposter syndrome 5. Why does ChatGPT write like a human? 6. Technologies to Build LLM for Global Languages 7. Creativity and Resilience of the Global South 8. Languages AI of India 9. Languages carrying complex Identities: Conquests, Colonization, and Decolonization 10. Languages with scripts changed by history 11. Africa Leads AI for African Language AI 12. AI for Languages impacted by war: Korean, Arabic, Italian 13. Preserving Endangered Indigenous Languages 14. How can AI learn new languages: Pidgin, Multicultural London English, Gay Fanfiction 15. AI and Gender Equality 16. Building Culture-Aware Language AI 17. Bringing Identity Into Language AI 18. Towards an Inclusive World with Sign Language and AI 19. Language AI Playbook for Linguists 20. Building Inclusive Language AI Without Cognitive Bias 21. Conclusion - Standing on the Shoulders of Giants