Search Results for author: Yikun Han

Found 5 papers, 0 papers with code

Large Language Models on Fine-grained Emotion Detection Dataset with Data Augmentation and Transfer Learning

no code implementations10 Mar 2024 Kaipeng Wang, Zhi Jing, Yongye Su, Yikun Han

This paper delves into enhancing the classification performance on the GoEmotions dataset, a large, manually annotated dataset for emotion detection in text.

Data Augmentation Transfer Learning

TinyLLM: Learning a Small Student from Multiple Large Language Models

no code implementations7 Feb 2024 Yijun Tian, Yikun Han, Xiusi Chen, Wei Wang, Nitesh V. Chawla

To solve the problems and facilitate the learning of compact language models, we propose TinyLLM, a new knowledge distillation paradigm to learn a small student LLM from multiple large teacher LLMs.

Knowledge Distillation

When Large Language Models Meet Vector Databases: A Survey

no code implementations30 Jan 2024 Zhi Jing, Yongye Su, Yikun Han, Bo Yuan, Haiyun Xu, Chunjiang Liu, Kehai Chen, Min Zhang

This survey explores the synergistic potential of Large Language Models (LLMs) and Vector Databases (VecDBs), a burgeoning but rapidly evolving research area.

Hallucination Information Retrieval +1

A Community Detection and Graph Neural Network Based Link Prediction Approach for Scientific Literature

no code implementations4 Jan 2024 Chunjiang Liu, Yikun Han, Haiyun Xu, Shihan Yang, Kaidi Wang, Yongye Su

This study presents a novel approach that synergizes community detection algorithms with various Graph Neural Network (GNN) models to bolster link prediction in scientific literature networks.

Community Detection Link Prediction

A Comprehensive Survey on Vector Database: Storage and Retrieval Technique, Challenge

no code implementations18 Oct 2023 Yikun Han, Chunjiang Liu, Pengfei Wang

A vector database is used to store high-dimensional data that cannot be characterized by traditional DBMS.

Quantization Retrieval

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