Large Language Model Cascades with Mixture of Thoughts Representations
for Cost-efficient Reasoning

Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning

4 October 2023

Papers citing "Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning"

16 / 16 papers shown

Title
Invoke Interfaces Only When Needed: Adaptive Invocation for Large Language Models in Question Answering Jihao Zhao Chunlai Zhou Biao Qin 55 0 0 05 May 2025
COSMOS: Predictable and Cost-Effective Adaptation of LLMs Jiayu Wang Aws Albarghouthi Frederic Sala 52 0 0 30 Apr 2025
Bi-directional Model Cascading with Proxy Confidence David Warren Mark Dras 49 0 0 27 Apr 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 55 4 0 25 Feb 2025
Cost-Saving LLM Cascades with Early Abstention Michael J. Zellinger Rex Liu Matt Thomson 111 0 0 13 Feb 2025
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 52 18 0 08 Jul 2024
Optimising Calls to Large Language Models with Uncertainty-Based Two-Tier Selection Guillem Ramírez Alexandra Birch Ivan Titov 40 8 0 03 May 2024
Enabling Weak LLMs to Judge Response Reliability via Meta Ranking Zijun Liu Boqun Kou Peng Li Ming Yan Ji Zhang Fei Huang Yang Liu 32 2 0 19 Feb 2024
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 41 11 0 17 Dec 2023
Universal Self-Consistency for Large Language Model Generation Xinyun Chen Renat Aksitov Uri Alon Jie Jessie Ren Kefan Xiao Pengcheng Yin Sushant Prakash Charles Sutton Xuezhi Wang Denny Zhou LRM 26 66 0 29 Nov 2023
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 122 198 0 06 Oct 2022
Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango Aman Madaan Amir Yazdanbakhsh LRM 151 116 0 16 Sep 2022
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 314 3,273 0 21 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 395 8,559 0 28 Jan 2022
Towards Efficient Post-training Quantization of Pre-trained Language Models Haoli Bai Lu Hou Lifeng Shang Xin Jiang Irwin King M. Lyu MQ 79 47 0 30 Sep 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 250 677 0 06 Jan 2021