[HTML][HTML] Soft prompt tuning for augmenting dense retrieval with large language models

Z Peng, X Wu, Q Wang, Y Fang - Knowledge-Based Systems, 2025 - Elsevier
Dense retrieval (DR) converts queries and documents into dense embeddings and
measures the similarity between queries and documents in vector space. One of the major …

Planning ahead in generative retrieval: Guiding autoregressive generation through simultaneous decoding

H Zeng, C Luo, H Zamani - Proceedings of the 47th International ACM …, 2024 - dl.acm.org
This paper introduces PAG-a novel optimization and decoding approach that guides
autoregressive generation of document identifiers in generative retrieval models through …

Scalable and effective generative information retrieval

H Zeng, C Luo, B Jin, SM Sarwar, T Wei… - Proceedings of the ACM …, 2024 - dl.acm.org
Recent research has shown that transformer networks can be used as differentiable search
indexes by representing each document as a sequence of document ID tokens. These …

Steering large language models for cross-lingual information retrieval

P Guo, Y Ren, Y Hu, Y Cao, Y Li, H Huang - Proceedings of the 47th …, 2024 - dl.acm.org
In today's digital age, accessing information across language barriers poses a significant
challenge, with conventional search systems often struggling to interpret and retrieve …

Language fairness in multilingual information retrieval

E Yang, T Jänich, J Mayfield, D Lawrie - Proceedings of the 47th …, 2024 - dl.acm.org
Multilingual information retrieval (MLIR) considers the problem of ranking documents in
several languages for a query expressed in a language that may differ from any of those …

Distillation for Multilingual Information Retrieval

E Yang, D Lawrie, J Mayfield - Proceedings of the 47th International ACM …, 2024 - dl.acm.org
Recent work in cross-language information retrieval (CLIR), where queries and documents
are in different languages, has shown the benefit of the Translate-Distill framework that …

A lingual agnostic information retrieval system

UB Abdullahi, GO Ekuobase - The Scientific World Journal, 2024 - Wiley Online Library
The exclusion of monolingual natives from cyberspace is a global socioeconomic and
cultural problem. Efforts at addressing this problem have been socioeconomic, culminating …

Fairness in Search Systems

Y Fang, A Singh, Z Tao - Foundations and Trends® in …, 2024 - nowpublishers.com
Search engines play a crucial role in organizing and delivering information to billions of
users worldwide. However, these systems often reflect and amplify existing societal biases …

Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval

A Elmahdy, SC Lin, A Ahmad - arXiv preprint arXiv:2408.10536, 2024 - arxiv.org
Information retrieval across different languages is an increasingly important challenge in
natural language processing. Recent approaches based on multilingual pre-trained …

Query in Your Tongue: Reinforce Large Language Models with Retrievers for Cross-lingual Search Generative Experience

P Guo, Y Hu, Y Cao, Y Ren, Y Li, H Huang - Proceedings of the ACM on …, 2024 - dl.acm.org
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) …