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"

18 / 18 papers shown

Title
MilChat: Introducing Chain of Thought Reasoning and GRPO to a Multimodal Small Language Model for Remote Sensing Aybora Koksal Aydin Alatan LRM 9 0 0 12 May 2025
Towards Robust Few-Shot Text Classification Using Transformer Architectures and Dual Loss Strategies Xu Han Yumeng Sun Weiqiang Huang Hongye Zheng Junliang Du VLM 30 0 0 09 May 2025
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering X. Wang Jijun Chi Zhenghan Tai Tung Sum Thomas Kwok Muzhi Li ... Suyuchen Wang Yihong Wu Jerry Huang Jingrui Tian Ling Zhou 64 0 0 20 Apr 2025
Deep literature reviews: an application of fine-tuned language models to migration research Stefano M. Iacus Haodong Qi Jiyoung Han 20 0 0 17 Apr 2025
Conformal Prediction for Image Segmentation Using Morphological Prediction Sets Luca Mossina Corentin Friedrich MedIm 56 1 0 07 Mar 2025
AdaPhish: AI-Powered Adaptive Defense and Education Resource Against Deceptive Emails Rei Meguro Ng S. T. Chong 55 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 116 4 0 28 Nov 2024
Combining Autoregressive and Autoencoder Language Models for Text Classification João Gonçalves 70 0 0 20 Nov 2024
Instruction Tuning Vs. In-Context Learning: Revisiting Large Language Models in Few-Shot Computational Social Science Taihang Wang Xiaoman Xu Yimin Wang Ye Jiang 32 2 0 23 Sep 2024
ArticulatePro: A Comparative Study on a Proactive and Non-Proactive Assistant in a Climate Data Exploration Task Roderick S. Tabalba Christopher J. Lee Giorgio Tran Nurit Kirshenbaum Jason Leigh 28 0 0 17 Sep 2024
Benchmarking LLMs in Political Content Text-Annotation: Proof-of-Concept with Toxicity and Incivility Data Bastián González-Bustamante 18 0 0 15 Sep 2024
Leveraging Open-Source Large Language Models for Native Language Identification Yee Man Ng Ilia Markov 22 0 0 15 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 56 23 0 10 Sep 2024
Arctic-TILT. Business Document Understanding at Sub-Billion Scale Łukasz Borchmann Michał Pietruszka Wojciech Ja'skowski Dawid Jurkiewicz Piotr Halama ... Gabriela Nowakowska Artur Zawłocki Łukasz Duhr Paweł Dyda Michał Turski VLM 31 1 0 08 Aug 2024
DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge Bufang Yang Siyang Jiang Lilin Xu Kaiwei Liu Hai Li Guoliang Xing Hongkai Chen Xiaofan Jiang Zhenyu Yan LM&MA 29 15 0 21 May 2024
Language Models for Text Classification: Is In-Context Learning Enough? A. Edwards Jose Camacho-Collados LRM 28 17 0 26 Mar 2024
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013