Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot
Generative AI Models in Text Classification

Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification

12 June 2024

Martin Juan José Bucher

Papers citing "Fine-Tuned 'Small' LLMs (Still) Significantly Outperform Zero-Shot Generative AI Models in Text Classification"

13 / 13 papers shown

Title
Adapting Pretrained Language Models for Citation Classification via Self-Supervised Contrastive Learning Tong Li Jiachuan Wang Yongqi Zhang Shuangyin Li Lei Chen VLM 116 0 0 20 May 2025
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering Xinyu Wang Jijun Chi Zhenghan Tai Tung Sum Thomas Kwok Muzhi Li ... Suyuchen Wang Yihong Wu Jerry Huang Jingrui Tian Ling Zhou 98 0 0 20 Apr 2025
AdaPhish: AI-Powered Adaptive Defense and Education Resource Against Deceptive Emails Rei Meguro Ng S. T. Chong 128 0 0 05 Feb 2025
Sparse Attention Vectors: Generative Multimodal Model Features Are Discriminative Vision-Language Classifiers Chancharik Mitra Brandon Huang Tianning Chai Zhiqiu Lin Assaf Arbelle Rogerio Feris Leonid Karlinsky Trevor Darrell Deva Ramanan Roei Herzig VLM 236 4 0 28 Nov 2024
Leveraging Open-Source Large Language Models for Native Language Identification Yee Man Ng Ilia Markov 58 2 0 15 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 140 26 0 10 Sep 2024
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao AI4MH 86 241 0 19 Feb 2023
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 408 24,160 0 26 Jul 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 78 1,931 0 31 Jan 2019
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 195 9,944 0 15 Jul 2016
Improving Neural Machine Translation Models with Monolingual Data Rico Sennrich Barry Haddow Alexandra Birch 206 2,710 0 20 Nov 2015
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 300 33,445 0 16 Oct 2013
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 552 31,406 0 16 Jan 2013