A Survey on Multilingual Large Language Models: Corpora, Alignment, and Bias
Y Xu, L Hu, J Zhao, Z Qiu, Y Ye, H Gu - arXiv preprint arXiv:2404.00929, 2024 - arxiv.org
Based on the foundation of Large Language Models (LLMs), Multilingual Large Language
Models (MLLMs) have been developed to address the challenges of multilingual natural …
Models (MLLMs) have been developed to address the challenges of multilingual natural …
CIRAL: A Test Collection for CLIR Evaluations in African Languages
Cross-lingual information retrieval (CLIR) continues to be an actively studied topic in
information retrieval (IR), and there have been consistent efforts in curating test collections to …
information retrieval (IR), and there have been consistent efforts in curating test collections to …
Somali Information Retrieval Corpus: Bridging the Gap between Query Translation and Dedicated Language Resources
Despite the growing use of the Somali language in various online domains, research on
Somali language information retrieval remains limited and primarily relies on query …
Somali language information retrieval remains limited and primarily relies on query …
Cross-Lingual Information Retrieval in a Hybrid Query Model for Optimality
A Basit, I Hanif, MS Maqbool, W Qayyum… - Journal of Computing & …, 2023 - jcbi.org
Abstract Cross-Lingual Information Retrieval (CLIR) allows users to get the documents in the
language other than the query language. It is accomplished in two ways: In first method the …
language other than the query language. It is accomplished in two ways: In first method the …
Cross-Lingual Information Retrieval from Multilingual Construction Documents Using Pretrained Language Models
The growth of the global construction market has attracted international companies to
participate in overseas projects. Overseas projects are extremely dynamic with numerous …
participate in overseas projects. Overseas projects are extremely dynamic with numerous …
CIRAL at FIRE 2023: Cross-Lingual Information Retrieval for African Languages
M Adeyemi, A Oladipo, X Zhang… - Proceedings of the 15th …, 2023 - dl.acm.org
This paper provides a short overview of the CIRAL track at the Forum for Information
Retrieval Evaluation (FIRE) 2023. CIRAL focused on cross-lingual information retrieval …
Retrieval Evaluation (FIRE) 2023. CIRAL focused on cross-lingual information retrieval …
On Backbones and Training Regimes for Dense Retrieval in African Languages
The effectiveness of dense retrieval models trained with multilingual language models as
backbones has been demonstrated in multilingual and cross-lingual information retrieval …
backbones has been demonstrated in multilingual and cross-lingual information retrieval …
State of NLP in Kenya: A Survey
CJ Amol, EA Chimoto, RD Gesicho, AM Gitau… - arXiv preprint arXiv …, 2024 - arxiv.org
Kenya, known for its linguistic diversity, faces unique challenges and promising
opportunities in advancing Natural Language Processing (NLP) technologies, particularly …
opportunities in advancing Natural Language Processing (NLP) technologies, particularly …
What are the limits of cross-lingual dense passage retrieval for low-resource languages?
J Wu, Z Ren, S Verberne - arXiv preprint arXiv:2408.11942, 2024 - arxiv.org
In this paper, we analyze the capabilities of the multi-lingual Dense Passage Retriever
(mDPR) for extremely low-resource languages. In the Cross-lingual Open-Retrieval Answer …
(mDPR) for extremely low-resource languages. In the Cross-lingual Open-Retrieval Answer …
Multilinguality in Misinformation Detection
A Ekbal, R Kumari - Dive into Misinformation Detection: From Unimodal to …, 2024 - Springer
This chapter examines the value of multilingualism and how it can be used to address
different NLP issues. It first presents a multilingual multimodal misinformation dataset and …
different NLP issues. It first presents a multilingual multimodal misinformation dataset and …