T5-SR: A Unified Seq-to-Seq Decoding Strategy for Semantic Parsing

1 code implementation • 14 Jun 2023 • Yuntao Li, Zhenpeng Su, Yutian Li, Hanchu Zhang, Sirui Wang, Wei Wu, Yan Zhang

Translating natural language queries into SQLs in a seq2seq manner has attracted much attention recently.

Natural Language Queries Semantic Parsing +1

Pricing Stocks with Trading Volumes

no code implementations • 25 Aug 2022 • Ben Duan, Yutian Li, Dawei Lu, Yang Lu, Ran Zhang

The new framework can be easily adopted to local volume and stochastic volume models for the option pricing problem, which will point out a new possible direction for this central problem in quantitative finance.

Pay More Attention to History: A Context Modelling Strategy for Conversational Text-to-SQL

1 code implementation • 16 Dec 2021 • Yuntao Li, Hanchu Zhang, Yutian Li, Sirui Wang, Wei Wu, Yan Zhang

Conversational text-to-SQL aims at converting multi-turn natural language queries into their corresponding SQL (Structured Query Language) representations.

Natural Language Queries Semantic Parsing +1

MXNet: A Flexible and Efficient Machine Learning Library for Heterogeneous Distributed Systems

2 code implementations • 3 Dec 2015 • Tianqi Chen, Mu Li, Yutian Li, Min Lin, Naiyan Wang, Minjie Wang, Tianjun Xiao, Bing Xu, Chiyuan Zhang, Zheng Zhang

This paper describes both the API design and the system implementation of MXNet, and explains how embedding of both symbolic expression and tensor operation is handled in a unified fashion.

BIG-bench Machine Learning Clustering +2