v1v2v3 (latest)

LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion

5 June 2023

Xiang Ren

Papers citing "LLM-Blender: Ensembling Large Language Models with Pairwise Ranking and Generative Fusion"

40 / 240 papers shown

Title
InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language Models Linyi Li Shijie Geng Zhenwen Li Yibo He Hao Yu Ziyue Hua Guanghan Ning Siwei Wang Tao Xie Hongxia Yang ELM 62 2 0 11 Mar 2024
LLM-Ensemble: Optimal Large Language Model Ensemble Method for E-commerce Product Attribute Value Extraction Chenhao Fang Xiaohan Li Zezhong Fan Jianpeng Xu Kaushiki Nag Evren Körpeoglu Sushant Kumar Kannan Achan 75 43 0 29 Feb 2024
Prediction-Powered Ranking of Large Language Models Ivi Chatzi Eleni Straitouri Suhas Thejaswi Manuel Gomez Rodriguez ALM 127 9 0 27 Feb 2024
Knowledge Fusion of Chat LLMs: A Preliminary Technical Report Fanqi Wan Ziyi Yang Longguang Zhong Xiaojun Quan Xinting Huang Wei Bi MoMe 74 1 0 25 Feb 2024
Purifying Large Language Models by Ensembling a Small Language Model Tianlin Li Qian Liu Tianyu Pang Chao Du Qing Guo Yang Liu Min Lin 102 19 0 19 Feb 2024
Combining Insights From Multiple Large Language Models Improves Diagnostic Accuracy Gioele Barabucci Victor Shia Eugene A. Chu Benjamin Harack Nathan Fu LM&MA ELM AI4MH 59 2 0 13 Feb 2024
Online Iterative Reinforcement Learning from Human Feedback with General Preference Model Chen Ye Wei Xiong Yuheng Zhang Nan Jiang Tong Zhang OffRL 85 15 0 11 Feb 2024
Aligner: Efficient Alignment by Learning to Correct Jiaming Ji Boyuan Chen Hantao Lou Chongye Guo Borong Zhang Xuehai Pan Juntao Dai Tianyi Qiu Yaodong Yang 148 40 0 04 Feb 2024
More Agents Is All You Need Junyou Li Qin Zhang Yangbin Yu Qiang Fu Deheng Ye LLMAG 181 73 0 03 Feb 2024
ULTRA: Unleash LLMs' Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement Xinliang Frederick Zhang Carter Blum Temma Choji Shalin S Shah Alakananda Vempala 124 6 0 24 Jan 2024
Meta-Prompting: Enhancing Language Models with Task-Agnostic Scaffolding Mirac Suzgun Adam Tauman Kalai KELM LRM LLMAG ReLM 123 78 0 23 Jan 2024
Instructional Fingerprinting of Large Language Models Lyne Tchapmi Fei Wang Mingyu Derek Ma Pang Wei Koh Chaowei Xiao Muhao Chen WaLM 67 33 0 21 Jan 2024
Knowledge Fusion of Large Language Models Fanqi Wan Xinting Huang Deng Cai Xiaojun Quan Wei Bi Shuming Shi MoMe 106 73 0 19 Jan 2024
Don't Rank, Combine! Combining Machine Translation Hypotheses Using Quality Estimation Giorgos Vernikos Andrei Popescu-Belis 85 15 0 12 Jan 2024
DCR-Consistency: Divide-Conquer-Reasoning for Consistency Evaluation and Improvement of Large Language Models Wendi Cui Jiaxin Zhang Zhuohang Li Lopez Damien Kamalika Das Bradley Malin Kumar Sricharan 65 2 0 04 Jan 2024
Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM Xiaoding Lu Zongyi Liu Adian Liusie Vyas Raina Vineet Mudupalli Yuwen Zhang W. Beauchamp 57 20 0 04 Jan 2024
A bi-objective $ε$ -constrained framework for quality-cost optimization in language model ensembles Aditya Singh Aditi Singla Kanishk Kukreja 23 0 0 26 Dec 2023
Building Trustworthy NeuroSymbolic AI Systems: Consistency, Reliability, Explainability, and Safety Manas Gaur Amit P. Sheth 67 17 0 05 Dec 2023
Robot Learning in the Era of Foundation Models: A Survey Xuan Xiao Jiahang Liu Zhipeng Wang Yanmin Zhou Yong Qi Qian Cheng Bin He Shuo Jiang AI4CE LM&Ro 158 29 0 24 Nov 2023
Routing to the Expert: Efficient Reward-guided Ensemble of Large Language Models Keming Lu Hongyi Yuan Runji Lin Junyang Lin Zheng Yuan Chang Zhou Jingren Zhou MoE LRM 105 63 0 15 Nov 2023
Predicting Text Preference Via Structured Comparative Reasoning Jing Nathan Yan Tianqi Liu Justin T Chiu Jiaming Shen Zhen Qin ... Charumathi Lakshmanan Y. Kurzion Alexander M. Rush Jialu Liu Michael Bendersky LRM 98 7 0 14 Nov 2023
On-the-Fly Fusion of Large Language Models and Machine Translation Hieu T. Hoang Huda Khayrallah Marcin Junczys-Dowmunt 67 3 0 14 Nov 2023
Explanation-aware Soft Ensemble Empowers Large Language Model In-context Learning Yue Yu Jiaming Shen Tianqi Liu Zhen Qin Jing Nathan Yan Jialu Liu Chao Zhang Michael Bendersky 113 7 0 13 Nov 2023
Large Language Models are Temporal and Causal Reasoners for Video Question Answering Dohwan Ko Ji Soo Lee Wooyoung Kang Byungseok Roh Hyunwoo J. Kim LRM 103 40 0 24 Oct 2023
Risk Aware Benchmarking of Large Language Models Apoorva Nitsure Youssef Mroueh Mattia Rigotti Kristjan Greenewald Brian M. Belgodere Mikhail Yurochkin Jirí Navrátil Igor Melnyk Jerret Ross 108 2 0 11 Oct 2023
Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning Arushi Sharma Abhibha Gupta Maneesh Bilalpur 58 6 0 11 Oct 2023
Dynamic LLM-Agent Network: An LLM-agent Collaboration Framework with Agent Team Optimization Zijun Liu Yanzhe Zhang Peng Li Yang Liu Diyi Yang LLMAG 95 128 0 03 Oct 2023
Fusing Models with Complementary Expertise Hongyi Wang Felipe Maia Polo Yuekai Sun Souvik Kundu Eric Xing Mikhail Yurochkin FedML MoMe 94 33 0 02 Oct 2023
TIGERScore: Towards Building Explainable Metric for All Text Generation Tasks Dongfu Jiang Yishan Li Ge Zhang Wenhao Huang Bill Yuchen Lin Wenhu Chen ALM 111 69 0 01 Oct 2023
Large Language Model Routing with Benchmark Datasets Tal Shnitzer Anthony Ou Mírian Silva Kate Soule Yuekai Sun Justin Solomon Neil Thompson Mikhail Yurochkin RALM 77 71 0 27 Sep 2023
Deep Model Fusion: A Survey Weishi Li Yong Peng Miao Zhang Liang Ding Han Hu Li Shen FedML MoMe 117 62 0 27 Sep 2023
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs Justin Chih-Yao Chen Swarnadeep Saha Joey Tianyi Zhou LLMAG LRM 103 143 0 22 Sep 2023
Mitigating the Alignment Tax of RLHF Yong Lin Hangyu Lin Wei Xiong Shizhe Diao Zeming Zheng ... Han Zhao Nan Jiang Heng Ji Yuan Yao Tong Zhang MoMe CLL 112 81 0 12 Sep 2023
Deep Reinforcement Learning from Hierarchical Preference Design Alexander Bukharin Yixiao Li Pengcheng He Tuo Zhao 58 0 0 06 Sep 2023
How to Protect Copyright Data in Optimization of Large Language Models? T. Chu Zhao Song Chiwun Yang 85 31 0 23 Aug 2023
GradientCoin: A Peer-to-Peer Decentralized Large Language Models Yeqi Gao Zhao Song Junze Yin 89 18 0 21 Aug 2023
FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets Seonghyeon Ye Doyoung Kim Sungdong Kim Hyeonbin Hwang Seungone Kim Yongrae Jo James Thorne Juho Kim Minjoon Seo ALM 134 108 0 20 Jul 2023
Getting MoRE out of Mixture of Language Model Reasoning Experts Chenglei Si Weijia Shi Chen Zhao Luke Zettlemoyer Jordan L. Boyd-Graber LRM 94 29 0 24 May 2023
Small Language Models Improve Giants by Rewriting Their Outputs Giorgos Vernikos Arthur Bravzinskas Jakub Adamek Jonathan Mallinson Aliaksei Severyn Eric Malmi BDL LRM 94 16 0 22 May 2023
Speculative Decoding with Big Little Decoder Sehoon Kim K. Mangalam Suhong Moon Jitendra Malik Michael W. Mahoney A. Gholami Kurt Keutzer MoE 147 112 0 15 Feb 2023