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Jiuding Yang

5 accepted papers

2025

TaCIE: Enhancing Instruction Comprehension in Large Language Models through Task-Centred Instruction Evolution

COLING 2025main

The fine-tuning of Large Language Models (LLMs) specialized in code generation has seen notable advancements through the use of open-domain coding queries. Despite the successes, existing methodologies like Evol-Instruct encounter performance limitations, impeding further enhancements in code genera…

2024

Instruction Fusion: Advancing Prompt Evolution through Hybridization

ACL 2024long

The fine-tuning of Large Language Models (LLMs) specialized in code generation has seen notable advancements through the use of open-domain coding queries. Despite the successes, existing methodologies like Evol-Instruct encounter performance limitations, impeding further enhancements in code genera…

2023

ConFEDE: Contrastive Feature Decomposition for Multimodal Sentiment Analysis

ACL 2023long

Multimodal Sentiment Analysis aims to predict the sentiment of video content. Recent research suggests that multimodal sentiment analysis critically depends on learning a good representation of multimodal information, which should contain both modality-invariant representations that are consistent a…

2023

Exploiting Hierarchically Structured Categories in Fine-grained Chinese Named Entity Recognition

ACL 2023findings

Chinese Named Entity Recognition (CNER) is a widely used technology in various applications. While recent studies have focused on utilizing additional information of the Chinese language and characters to enhance CNER performance, this paper focuses on a specific aspect of CNER known as fine-grained…

2022

MatRank: Text Re-ranking by Latent Preference Matrix

EMNLP 2022finding

Text ranking plays a key role in providing content that best answers user queries. It is usually divided into two sub-tasks to perform efficient information retrieval given a query: text retrieval and text re-ranking. Recent research on pretrained language models (PLM) has demonstrated efficiency an…

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