A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification

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A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification

26 April 2025

Junichiro Niimi

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Papers citing "A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification"

17 / 17 papers shown

Title
Dynamic Sentiment Analysis with Local Large Language Models using Majority Voting: A Study on Factors Affecting Restaurant Evaluation Junichiro Niimi 79 4 0 18 Jul 2024
Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration Yi-Chong Huang Xiaocheng Feng Baohang Li Yang Xiang Hui Wang Bing Qin Ting Liu FedML 93 30 0 19 Apr 2024
Multimodal Deep Learning of Word-of-Mouth Text and Demographics to Predict Customer Rating: Handling Consumer Heterogeneity in Marketing Junichiro Niimi 45 6 0 22 Jan 2024
Designing Heterogeneous LLM Agents for Financial Sentiment Analysis Frank Xing AIFin 102 58 0 11 Jan 2024
Automated Annotation with Generative AI Requires Validation Nicholas Pangakis Samuel Wolken Neil Fasching SyDa 102 68 0 31 May 2023
CodeGen2: Lessons for Training LLMs on Programming and Natural Languages Erik Nijkamp A. Ghobadzadeh Caiming Xiong Silvio Savarese Yingbo Zhou 237 174 0 03 May 2023
ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks Fabrizio Gilardi Meysam Alizadeh M. Kubli AI4MH 149 935 0 27 Mar 2023
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq Joty Boyang Albert Li Lidong Bing 95 250 0 20 Dec 2022
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 329 3,806 0 03 Sep 2021
Yelp Review Rating Prediction: Machine Learning and Deep Learning Models Zefang Liu VLM 49 15 0 12 Dec 2020
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.9K 95,554 0 11 Oct 2018
An Improved Text Sentiment Classification Model Using TF-IDF and Next Word Negation Bijoyan Das Sarit Chakraborty 43 100 0 17 Jun 2018
Deep Learning for Sentiment Analysis : A Survey Lei Zhang Shuai Wang Bing-Quan Liu VLM 101 1,638 0 24 Jan 2018
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 228 3,387 0 12 Jun 2017
Bag of Tricks for Efficient Text Classification Armand Joulin Edouard Grave Piotr Bojanowski Tomas Mikolov VLM 187 4,638 0 06 Jul 2016
Yelp Dataset Challenge: Review Rating Prediction Nabiha Asghar 55 169 0 17 May 2016
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 794 31,597 0 16 Jan 2013