A survey on rag meeting llms: Towards retrieval-augmented large language models

W Fan, Y Ding, L Ning, S Wang, H Li, D Yin… - Proceedings of the 30th …, 2024 - dl.acm.org
As one of the most advanced techniques in AI, Retrieval-Augmented Generation (RAG) can
offer reliable and up-to-date external knowledge, providing huge convenience for numerous …

Culturally aware natural language inference

J Huang, D Yang - Findings of the Association for Computational …, 2023 - aclanthology.org
Humans produce and consume language in a particular cultural context, which includes
knowledge about specific norms and practices. A listener's awareness of the cultural context …

Are multilingual llms culturally-diverse reasoners? an investigation into multicultural proverbs and sayings

CC Liu, F Koto, T Baldwin, I Gurevych - arXiv preprint arXiv:2309.08591, 2023 - arxiv.org
Large language models (LLMs) are highly adept at question answering and reasoning
tasks, but when reasoning in situational context, human expectations vary depending on the …

Multilingual large language model: A survey of resources, taxonomy and frontiers

L Qin, Q Chen, Y Zhou, Z Chen, Y Li, L Liao… - arXiv preprint arXiv …, 2024 - arxiv.org
Multilingual Large Language Models are capable of using powerful Large Language
Models to handle and respond to queries in multiple languages, which achieves remarkable …

A Survey on Large Language Models with Multilingualism: Recent Advances and New Frontiers

K Huang, F Mo, H Li, Y Li, Y Zhang, W Yi, Y Mao… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid development of Large Language Models (LLMs) demonstrates remarkable
multilingual capabilities in natural language processing, attracting global attention in both …

Copal-id: Indonesian language reasoning with local culture and nuances

HA Wibowo, EH Fuadi, MN Nityasya… - arXiv preprint arXiv …, 2023 - arxiv.org
We present publicly available COPAL-ID, a novel Indonesian language common sense
reasoning dataset. Unlike the previous Indonesian COPA dataset (XCOPA-ID), COPAL-ID …

Culturally Aware and Adapted NLP: A Taxonomy and a Survey of the State of the Art

CC Liu, I Gurevych, A Korhonen - arXiv preprint arXiv:2406.03930, 2024 - arxiv.org
The surge of interest in culturally aware and adapted Natural Language Processing (NLP)
has inspired much recent research. However, the lack of common understanding of the …

How Well Do LLMs Identify Cultural Unity in Diversity?

J Li, J Wang, J Hu, M Jiang - arXiv preprint arXiv:2408.05102, 2024 - arxiv.org
Much work on the cultural awareness of large language models (LLMs) focuses on the
models' sensitivity to geo-cultural diversity. However, in addition to cross-cultural differences …

Bridging Cultural Nuances in Dialogue Agents through Cultural Value Surveys

Y Cao, M Chen, D Hershcovich - arXiv preprint arXiv:2401.10352, 2024 - arxiv.org
The cultural landscape of interactions with dialogue agents is a compelling yet relatively
unexplored territory. It's clear that various sociocultural aspects--from communication styles …

CPopQA: Ranking Cultural Concept Popularity by LLMs

M Jiang, M Joshi - arXiv preprint arXiv:2311.07897, 2023 - arxiv.org
Prior work has demonstrated large language models'(LLMs) potential to discern statistical
tendencies within their pre-training corpora. Despite that, many examinations of LLMs' …