MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs

MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs

15 July 2024

Quang H. Nguyen

Juliette Decugis

Saurav Manchanda

Nitesh V. Chawla

Khoa D. Doan

Papers citing "MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs"

12 / 12 papers shown

Title
Resource-efficient Inference with Foundation Model Programs Lunyiu Nie Zhimin Ding Kevin Yu Marco Cheung C. Jermaine S. Chaudhuri 12 0 0 09 Apr 2025
RouterEval: A Comprehensive Benchmark for Routing LLMs to Explore Model-level Scaling Up in LLMs Zhongzhan Huang Guoming Ling Vincent S. Liang Yupei Lin Yandong Chen Shanshan Zhong Hefeng Wu Liang Lin LRM 50 1 0 08 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 44 2 0 25 Feb 2025
A Unified Approach to Routing and Cascading for LLMs Jasper Dekoninck Maximilian Baader Martin Vechev 60 2 0 17 Feb 2025
MixLLM: Dynamic Routing in Mixed Large Language Models Xinyuan Wang Yanchi Liu Wei Cheng Xujiang Zhao Z. Chen Wenchao Yu Yanjie Fu Haifeng Chen 35 2 0 09 Feb 2025
Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing Dujian Ding Ankur Mallick Chi Wang Robert Sim Subhabrata Mukherjee Victor Rühle L. Lakshmanan Ahmed Hassan Awadallah 74 73 0 22 Apr 2024
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Efficient Online ML API Selection for Multi-Label Classification Tasks Lingjiao Chen Matei A. Zaharia James Y. Zou 23 16 0 18 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 3,054 0 23 Jan 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 248 1,382 0 21 Jan 2020