Search Results for author: Jianning Wang

Found 3 papers, 0 papers with code

H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer

no code implementations19 Dec 2023 Yanru Wu, Jianning Wang, Weida Wang, Yang Li

In this work, we adopt an information theoretic perspective on it and propose a framework named H-ensemble, which dynamically learns the optimal linear combination, or ensemble, of source models for the target task, using a generalization of maximal correlation regression.

Transfer Learning

An Effective Data Creation Pipeline to Generate High-quality Financial Instruction Data for Large Language Model

no code implementations31 Jul 2023 Ziao Wang, Jianning Wang, Junda Wu, Xiaofeng Zhang

At the beginning era of large language model, it is quite critical to generate a high-quality financial dataset to fine-tune a large language model for financial related tasks.

Language Modelling Large Language Model

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