Ensemble Learning for Heterogeneous Large Language Models with Deep
Parallel Collaboration

Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration

19 April 2024

Papers citing "Ensemble Learning for Heterogeneous Large Language Models with Deep Parallel Collaboration"

9 / 9 papers shown

Title
Position: Enough of Scaling LLMs! Lets Focus on Downscaling Ayan Sengupta Yash Goel Tanmoy Chakraborty 34 0 0 02 May 2025
A Simple Ensemble Strategy for LLM Inference: Towards More Stable Text Classification Junichiro Niimi 48 0 0 26 Apr 2025
TruthPrInt: Mitigating LVLM Object Hallucination Via Latent Truthful-Guided Pre-Intervention Jinhao Duan Fei Kong Hao-Ran Cheng James Diffenderfer B. Kailkhura Lichao Sun Xiaofeng Zhu Xiaoshuang Shi Kaidi Xu 71 0 0 13 Mar 2025
Harnessing Multiple Large Language Models: A Survey on LLM Ensemble Zhijun Chen Jingzheng Li Pengpeng Chen Zhuoran Li Kai Sun Yuankai Luo Qianren Mao Dingqi Yang Hailong Sun Philip S. Yu ELM 50 3 0 25 Feb 2025
DFPE: A Diverse Fingerprint Ensemble for Enhancing LLM Performance Seffi Cohen Niv Goldshlager Nurit Cohen-Inger Bracha Shapira L. Rokach 43 0 0 29 Jan 2025
Exact Byte-Level Probabilities from Tokenized Language Models for FIM-Tasks and Model Ensembles Buu Phan Brandon Amos Itai Gat Marton Havasi Matthew Muckley Karen Ullrich 45 1 0 11 Oct 2024
Determine-Then-Ensemble: Necessity of Top-k Union for Large Language Model Ensembling Yuxuan Yao Han Wu Mingyang Liu Sichun Luo Xiongwei Han Jie Liu Zhijiang Guo Linqi Song 53 4 0 03 Oct 2024
Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models Jinliang Lu Ziliang Pang Min Xiao Yaochen Zhu Rui Xia Jiajun Zhang MoMe 29 17 0 08 Jul 2024
Bridging the Gap between Different Vocabularies for LLM Ensemble Yangyifan Xu Jinliang Lu Jiajun Zhang 33 19 0 15 Apr 2024