Search Results for author: Zui Chen

Found 7 papers, 4 papers with code

SEED: Domain-Specific Data Curation With Large Language Models

no code implementations1 Oct 2023 Zui Chen, Lei Cao, Sam Madden, Tim Kraska, Zeyuan Shang, Ju Fan, Nan Tang, Zihui Gu, Chunwei Liu, Michael Cafarella

SEED uses these generated modules to process most of the data records and dynamically decides when the LLM should step in to directly process some individual records, possibly using the data-access modules to retrieve relevant information from the data sources to assist the LLM in solving the task.

Code Generation Imputation +1

RoTaR: Efficient Row-Based Table Representation Learning via Teacher-Student Training

no code implementations20 Jun 2023 Zui Chen, Lei Cao, Sam Madden

In addition to the row-based architecture, we introduce several techniques: cell-aware position embedding, teacher-student training paradigm, and selective backward to improve the performance of RoTaR model.

Position Representation Learning

Lingua Manga: A Generic Large Language Model Centric System for Data Curation

no code implementations20 Jun 2023 Zui Chen, Lei Cao, Sam Madden

Data curation is a wide-ranging area which contains many critical but time-consuming data processing tasks.

Language Modelling Large Language Model

Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation

1 code implementation15 Jun 2023 Zihui Gu, Ju Fan, Nan Tang, Songyue Zhang, Yuxin Zhang, Zui Chen, Lei Cao, Guoliang Li, Sam Madden, Xiaoyong Du

PLMs can perform well in schema alignment but struggle to achieve complex reasoning, while LLMs is superior in complex reasoning tasks but cannot achieve precise schema alignment.

Sound2Synth: Interpreting Sound via FM Synthesizer Parameters Estimation

1 code implementation6 May 2022 Zui Chen, Yansen Jing, Shengcheng Yuan, Yifei Xu, Jian Wu, Hang Zhao

Synthesizer is a type of electronic musical instrument that is now widely used in modern music production and sound design.

Audio Classification Audio Signal Processing

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