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pro vyhledávání: '"Search index"'
Akademický článek
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This study introduces De-DSI, a novel framework that fuses large language models (LLMs) with genuine decentralization for information retrieval, particularly employing the differentiable search index (DSI) concept in a decentralized setting. Focused
Externí odkaz:
http://arxiv.org/abs/2404.12237
Akademický článek
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Autor:
Liu, Jinpei1,2 (AUTHOR), Chu, Na1 (AUTHOR), Wang, Piao3 (AUTHOR) i21101012@stu.ahu.edu.cn, Zhou, Ligang2,4 (AUTHOR), Chen, Huayou2,3 (AUTHOR)
Publikováno v:
Neural Computing & Applications. Jan2024, Vol. 36 Issue 3, p1313-1328. 16p.
Autor:
Tang, Yubao, Zhang, Ruqing, Guo, Jiafeng, Chen, Jiangui, Zhu, Zuowei, Wang, Shuaiqiang, Yin, Dawei, Cheng, Xueqi
Recently, a new paradigm called Differentiable Search Index (DSI) has been proposed for document retrieval, wherein a sequence-to-sequence model is learned to directly map queries to relevant document identifiers. The key idea behind DSI is to fully
Externí odkaz:
http://arxiv.org/abs/2305.15115
The Differentiable Search Index (DSI) is a novel information retrieval (IR) framework that utilizes a differentiable function to generate a sorted list of document identifiers in response to a given query. However, due to the black-box nature of the
Externí odkaz:
http://arxiv.org/abs/2305.02073
Publikováno v:
In Energy Economics October 2023 126
Autor:
Zhuang, Shengyao, Ren, Houxing, Shou, Linjun, Pei, Jian, Gong, Ming, Zuccon, Guido, Jiang, Daxin
The Differentiable Search Index (DSI) is an emerging paradigm for information retrieval. Unlike traditional retrieval architectures where index and retrieval are two different and separate components, DSI uses a single transformer model to perform bo
Externí odkaz:
http://arxiv.org/abs/2206.10128
Autor:
Tay, Yi, Tran, Vinh Q., Dehghani, Mostafa, Ni, Jianmo, Bahri, Dara, Mehta, Harsh, Qin, Zhen, Hui, Kai, Zhao, Zhe, Gupta, Jai, Schuster, Tal, Cohen, William W., Metzler, Donald
In this paper, we demonstrate that information retrieval can be accomplished with a single Transformer, in which all information about the corpus is encoded in the parameters of the model. To this end, we introduce the Differentiable Search Index (DS
Externí odkaz:
http://arxiv.org/abs/2202.06991
Publikováno v:
Journal of Coastal Research, 2020 Jul 01, 373-378.
Externí odkaz:
https://www.jstor.org/stable/48640478