Search Results for author: Yuxi Feng

Found 4 papers, 2 papers with code

SQL-Encoder: Improving NL2SQL In-Context Learning Through a Context-Aware Encoder

no code implementations24 Mar 2024 Mohammadreza Pourreza, Davood Rafiei, Yuxi Feng, Raymond Li, Zhenan Fan, Weiwei Zhang

Furthermore, compared to these competitive models, our proposed encoder enhances the downstream performance of NL2SQL models in 1-shot in-context learning scenarios by 1-2\% for GPT-3. 5-turbo, 4-8\% for CodeLlama-7B, and 2-3\% for CodeLlama-13B.

In-Context Learning

KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text Generation

1 code implementation17 Jun 2023 Yuxi Feng, Xiaoyuan Yi, Laks V. S. Lakshmanan, Xing Xie

Self-training (ST) has come to fruition in language understanding tasks by producing pseudo labels, which reduces the labeling bottleneck of language model fine-tuning.

Language Modelling Text Generation

DuNST: Dual Noisy Self Training for Semi-Supervised Controllable Text Generation

1 code implementation16 Dec 2022 Yuxi Feng, Xiaoyuan Yi, Xiting Wang, Laks V. S. Lakshmanan, Xing Xie

Augmented by only self-generated pseudo text, generation models over-emphasize exploitation of the previously learned space, suffering from a constrained generalization boundary.

Attribute Text Generation

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