Results 151 to 160 of about 10,871,908 (293)

IRSC: A Zero-shot Evaluation Benchmark for Information Retrieval through Semantic Comprehension in Retrieval-Augmented Generation Scenarios [PDF]

open access: yesarXiv
In Retrieval-Augmented Generation (RAG) tasks using Large Language Models (LLMs), the quality of retrieved information is critical to the final output. This paper introduces the IRSC benchmark for evaluating the performance of embedding models in multilingual RAG tasks.
arxiv  

Learning to rank for information retrieval

open access: yesAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2009
Tie-Yan Liu
semanticscholar   +1 more source

Redefining Information Retrieval of Structured Database via Large Language Models [PDF]

open access: yesarXiv
Retrieval augmentation is critical when Language Models (LMs) exploit non-parametric knowledge related to the query through external knowledge bases before reasoning. The retrieved information is incorporated into LMs as context alongside the query, enhancing the reliability of responses towards factual questions.
arxiv  

Position-context additive transformer-based model for classifying text data on social media

open access: yesScientific Reports
In recent years, the continuous increase in the growth of text data on social media has been a major reason to rely on the pre-training method to develop new text classification models specially transformer-based models that have proven worthwhile in ...
M. M. Abd-Elaziz   +3 more
doaj   +1 more source

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