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Natural language interfaces to databases - an introduction
I. Androutsopoulos, G. D. Ritchie, and P. Thanisch · 1995
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Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task
Original
T. Yu, R. Zhang, K. Yang, M. Yasunaga, D. Wang, Z. Li, J. Ma, I. Li, Q. Yao, S. Roman, Z. Zhang, and D. R. Radev · 2018
Earlier work this paper cites.
Distilbert, a distilled version of BERT: smaller, faster, cheaper and lighter
Original
V. Sanh, L. Debut, J. Chaumond, and T. Wolf · 2019
Earlier work this paper cites.
Natural language interfaces to data
A. Quamar, V. Efthymiou, C. Lei, and F. Özcan · 2022
Earlier work this paper cites.
Frugalgpt: How to use large language models while reducing cost and improving performance
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L. Chen, M. Zaharia, and J. Zou · 2023
Earlier work this paper cites.

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2024

Malekpour, Mohammadhossein, Shaheen, Nour, Khomh, Foutse et al.

Text-to-SQL enables users to interact with databases through natural language, simplifying access to structured data.

Although highly capable large language models (LLMs) achieve strong accuracy for complex queries, they incur unnecessary latency and dollar cost for simpler ones.
In this paper, we introduce the first LLM routing approach for Text-to-SQL, which dynamically selects the most cost-effective LLM capable of generating accurate SQL for each query.
We present two routing strategies (score- and classification-based) that achieve accuracy comparable to the most capable LLM while reducing costs.

Natural language interfaces to databases - an introduction
I. Androutsopoulos, G. D. Ritchie, and P. Thanisch · 1995
Earlier work this paper cites.
Spider: A large-scale human-labeled dataset for complex and cross-domain semantic parsing and text-to-sql task
Original
T. Yu, R. Zhang, K. Yang, M. Yasunaga, D. Wang, Z. Li, J. Ma, I. Li, Q. Yao, S. Roman, Z. Zhang, and D. R. Radev · 2018
Earlier work this paper cites.
Distilbert, a distilled version of BERT: smaller, faster, cheaper and lighter
Original
V. Sanh, L. Debut, J. Chaumond, and T. Wolf · 2019
Earlier work this paper cites.
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A. Quamar, V. Efthymiou, C. Lei, and F. Özcan · 2022
Earlier work this paper cites.
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L. Chen, M. Zaharia, and J. Zou · 2023
Earlier work this paper cites.

Llm-blender: Ensembling large language models with pairwise ranking and generative fusion
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Cited alongside, same era.
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Cited alongside, same era.
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Cited alongside, same era.

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