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A survey on large language models with multilingualism: Recent advances and new frontiers
The rapid development of Large Language Models (LLMs) demonstrates remarkable
multilingual capabilities in natural language processing, attracting global attention in both …
multilingual capabilities in natural language processing, attracting global attention in both …
Toward best practices for training multilingual dense retrieval models
Dense retrieval models using a transformer-based bi-encoder architecture have emerged as
an active area of research. In this article, we focus on the task of monolingual retrieval in a …
an active area of research. In this article, we focus on the task of monolingual retrieval in a …
Overview of the trec 2023 neuclir track
The principal goal of the TREC Neural Cross-Language Information Retrieval (NeuCLIR)
track is to study the impact of neural approaches to cross-language information retrieval. The …
track is to study the impact of neural approaches to cross-language information retrieval. The …
Steering large language models for cross-lingual information retrieval
In today's digital age, accessing information across language barriers poses a significant
challenge, with conventional search systems often struggling to interpret and retrieve …
challenge, with conventional search systems often struggling to interpret and retrieve …
JaColBERTv2. 5: Optimising Multi-Vector Retrievers to Create State-of-the-Art Japanese Retrievers with Constrained Resources
B Clavié - arxiv preprint arxiv:2407.20750, 2024 - arxiv.org
Neural Information Retrieval has advanced rapidly in high-resource languages, but progress
in lower-resource ones such as Japanese has been hindered by data scarcity, among other …
in lower-resource ones such as Japanese has been hindered by data scarcity, among other …
Query in your tongue: Reinforce large language models with retrievers for cross-lingual search generative experience
In the contemporary digital landscape, search engines play an invaluable role in information
access, yet they often face challenges in Cross-Lingual Information Retrieval (CLIR) …
access, yet they often face challenges in Cross-Lingual Information Retrieval (CLIR) …
Zero-shot cross-lingual reranking with large language models for low-resource languages
Large language models (LLMs) have shown impressive zero-shot capabilities in various
document reranking tasks. Despite their successful implementations, there is still a gap in …
document reranking tasks. Despite their successful implementations, there is still a gap in …
[PDF][PDF] Facilitating cross-lingual information retrieval evaluations for african languages
M Adeyemi - 2024 - uwspace.uwaterloo.ca
Web resources are becoming more available in various languages, increasing the
importance of cross-lingual information retrieval (CLIR) in accessing information that is …
importance of cross-lingual information retrieval (CLIR) in accessing information that is …
Good for Children, Good for All?
In this work, we reason how focusing on Information Retrieval (IR) for children and involving
them in participatory studies would benefit the IR community. The Child Computer …
them in participatory studies would benefit the IR community. The Child Computer …
Indicirsuite: Multilingual dataset and neural information models for indian languages
In this paper, we introduce Neural Information Retrieval resources for 11 widely spoken
Indian Languages (Assamese, Bengali, Gujarati, Hindi, Kannada, Malayalam, Marathi …
Indian Languages (Assamese, Bengali, Gujarati, Hindi, Kannada, Malayalam, Marathi …