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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

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
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
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
Multimodal Deep Learning of Word-of-Mouth Text and Demographics to Predict Customer Rating: Handling Consumer Heterogeneity in Marketing
Junichiro Niimi
47
6
0
22 Jan 2024
Designing Heterogeneous LLM Agents for Financial Sentiment Analysis
Designing Heterogeneous LLM Agents for Financial Sentiment Analysis
Frank Xing
AIFin
102
58
0
11 Jan 2024
Automated Annotation with Generative AI Requires Validation
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
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
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?
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
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
ALMUQCV
332
3,806
0
03 Sep 2021
Yelp Review Rating Prediction: Machine Learning and Deep Learning Models
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
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Jacob Devlin
Ming-Wei Chang
Kenton Lee
Kristina Toutanova
VLMSSLSSeg
1.9K
95,554
0
11 Oct 2018
An Improved Text Sentiment Classification Model Using TF-IDF and Next Word Negation
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
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
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
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
Yelp Dataset Challenge: Review Rating Prediction
Nabiha Asghar
55
169
0
17 May 2016
Efficient Estimation of Word Representations in Vector Space
Efficient Estimation of Word Representations in Vector Space
Tomas Mikolov
Kai Chen
G. Corrado
J. Dean
3DV
797
31,597
0
16 Jan 2013