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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"

50 / 240 papers shown

Title
A Short Survey on Small Reasoning Models: Training, Inference, Applications and Research Directions Chengyu Wang Taolin Zhang Richang Hong Jun Huang ReLM LRM 105 2 0 12 Apr 2025
SEE: Continual Fine-tuning with Sequential Ensemble of Experts Zhilin Wang Yafu Li Xiaoye Qu Yu Cheng CLL KELM 126 0 0 09 Apr 2025
Learning Lie Group Generators from Trajectories Lifan Hu 151 9 0 04 Apr 2025
Inference-Time Scaling for Generalist Reward Modeling Zijun Liu P. Wang Ran Xu Shirong Ma Chong Ruan Ziwei Sun Yang Liu Y. Wu OffRL LRM 201 54 0 03 Apr 2025
HERA: Hybrid Edge-cloud Resource Allocation for Cost-Efficient AI Agents Shiyi Liu Haiying Shen Shuai Che Mahdi Ghandi Mingqin Li LLMAG 176 0 0 01 Apr 2025
Enhancing Image Resolution of Solar Magnetograms: A Latent Diffusion Model Approach Francesco P. Ramunno Paolo Massa Vitaliy Kinakh Brandon Panos A. Csillaghy Slava Voloshynovskiy DiffM 107 0 0 31 Mar 2025
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback Wei Shen Guanlin Liu Zheng Wu Ruofei Zhu Qingping Yang Chao Xin Yu Yue Lin Yan 156 14 0 28 Mar 2025
LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence Zheng Tan Yiwen Nie Wenfa Wu Guanyu Zhang Yanze Liu ... Chao Yang Jiaxuan Fan Yuan He Hongsheng Qi Yangzhou Du AI4TS 89 0 0 27 Mar 2025
LLM-based Agent Simulation for Maternal Health Interventions: Uncertainty Estimation and Decision-focused Evaluation Sarah Martinson Lingkai Kong Cheol Woo Kim Aparna Taneja Milind Tambe 69 0 0 25 Mar 2025
Improving the End-to-End Efficiency of Offline Inference for Multi-LLM Applications Based on Sampling and Simulation Jingzhi Fang Yanyan Shen Yijiao Wang Lei Chen 75 2 0 21 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Zehua Wang Yang Liu Ziwei Sun Yansen Wang VLM 477 2 0 13 Mar 2025
Ensemble Learning for Large Language Models in Text and Code Generation: A Survey Mari Ashiga Wei Jie Fan Wu Vardan K. Voskanyan Fateme Dinmohammadi P. Brookes Jingzhi Gong Zheng Wang 102 0 0 13 Mar 2025
SCE: Scalable Consistency Ensembles Make Blackbox Large Language Model Generation More Reliable Jiaxin Zhang Zechao Li Wendi Cui Kamalika Das Bradley Malin Sricharan Kumar 111 0 0 13 Mar 2025
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 134 0 0 13 Mar 2025
G-Boost: Boosting Private SLMs with General LLMs Yijiang Fan Yuren Mao Longbin Lai Ying Zhang Zhengping Qian Yunjun Gao 70 0 0 13 Mar 2025
LuciBot: Automated Robot Policy Learning from Generated Videos Xiaowen Qiu Yian Wang Jiting Cai Zhehuan Chen Chunru Lin Tsun-Hsuan Wang Chuang Gan LM&Ro VGen 127 1 0 12 Mar 2025
Life-Cycle Routing Vulnerabilities of LLM Router Qiqi Lin Xiaoyang Ji Shengfang Zhai Qingni Shen Zhi-Li Zhang Yuejian Fang Yansong Gao AAML 90 1 0 09 Mar 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 LRM 226 7 0 08 Mar 2025
SHAPE : Self-Improved Visual Preference Alignment by Iteratively Generating Holistic Winner Kejia Chen Jiawen Zhang Jiacong Hu Jiazhen Yang Jian Lou Zunlei Feng Mingli Song 134 0 0 06 Mar 2025
CoServe: Efficient Collaboration-of-Experts (CoE) Model Inference with Limited Memory Jiashun Suo Xiaojian Liao Limin Xiao Li Ruan Jinquan Wang Xiao Su Zhisheng Huo 114 0 0 04 Mar 2025
Distributionally Robust Reinforcement Learning with Human Feedback Debmalya Mandal Paulius Sasnauskas Goran Radanović 108 3 0 01 Mar 2025
Digital Player: Evaluating Large Language Models based Human-like Agent in Games Jinqiao Wang Kai Wang Shaojie Lin Runze Wu Bihan Xu ... Zhipeng Hu Z. Fan Le Li Tangjie Lyu Changjie Fan LLMAG ELM AI4CE 137 1 0 28 Feb 2025
Can Textual Gradient Work in Federated Learning? Minghui Chen Ruinan Jin Wenlong Deng Yuanyuan Chen Zhi Huang Han Yu Xiaoxiao Li FedML 179 6 0 27 Feb 2025
Weaker LLMs' Opinions Also Matter: Mixture of Opinions Enhances LLM's Mathematical Reasoning Yanan Chen Ali Pesaranghader Tanmana Sadhu LRM 120 0 0 26 Feb 2025
Multi-LLM Collaborative Search for Complex Problem Solving Sen Yang Yafu Li Wai Lam Yu Cheng LLMAG LRM 115 2 0 26 Feb 2025
Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals for Reliable Reward Systems Hao Peng Yunjia Qi Xiaozhi Wang Zijun Yao Bin Xu Lei Hou Juanzi Li ALM LRM 101 7 0 26 Feb 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 134 20 0 25 Feb 2025
Improving LLM General Preference Alignment via Optimistic Online Mirror Descent Yuheng Zhang Dian Yu Tao Ge Linfeng Song Zhichen Zeng Haitao Mi Nan Jiang Dong Yu 134 4 0 24 Feb 2025
Uncertainty-Aware Fusion: An Ensemble Framework for Mitigating Hallucinations in Large Language Models Prasenjit Dey Srujana Merugu Sivaramakrishnan Kaveri HILM 48 0 0 22 Feb 2025
SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters Teng Xiao Yige Yuan Ziyang Chen Mingxiao Li Shangsong Liang Zhaochun Ren V. Honavar 264 11 0 21 Feb 2025
Faster WIND: Accelerating Iterative Best-of- $N$ Distillation for LLM Alignment Tong Yang Jincheng Mei H. Dai Zixin Wen Shicong Cen Dale Schuurmans Yuejie Chi Bo Dai 120 4 0 20 Feb 2025
Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF Shicong Cen Jincheng Mei Katayoon Goshvadi Hanjun Dai Tong Yang Sherry Yang Dale Schuurmans Yuejie Chi Bo Dai OffRL 152 37 0 20 Feb 2025
Rethinking Diverse Human Preference Learning through Principal Component Analysis Feng Luo Rui Yang Hao Sun Chunyuan Deng Jiarui Yao Jingyan Shen Huan Zhang Hanjie Chen 29 1 0 18 Feb 2025
Atom of Thoughts for Markov LLM Test-Time Scaling Fengwei Teng Zhaoyang Yu Quan Shi Jiayi Zhang Chenglin Wu Yuyu Luo MU LRM 134 23 0 17 Feb 2025
EvoFlow: Evolving Diverse Agentic Workflows On The Fly Guibin Zhang Kaijie Chen Guancheng Wan Heng Chang Hong Cheng Kaidi Wang Shuyue Hu Lei Bai 253 6 0 11 Feb 2025
KABB: Knowledge-Aware Bayesian Bandits for Dynamic Expert Coordination in Multi-Agent Systems Jusheng Zhang Zimeng Huang Yijia Fan Ningyuan Liu Mingyan Li Zhuojie Yang Jiawei Yao Jian Wang Keze Wang 60 1 0 11 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Sihang Li Kaidi Wang Lei Bai Xinyu Wang 216 16 0 06 Feb 2025
COSMosFL: Ensemble of Small Language Models for Fault Localisation Hyunjoon Cho Sungmin Kang Gabin An S. Yoo 98 1 0 05 Feb 2025
Rethinking Mixture-of-Agents: Is Mixing Different Large Language Models Beneficial? Wenzhe Li Yong Lin Mengzhou Xia Chi Jin MoE 148 4 0 02 Feb 2025
Ensembles of Low-Rank Expert Adapters Yinghao Li Vianne Gao Chao Zhang MohamadAli Torkamani 169 0 0 31 Jan 2025
DFPE: A Diverse Fingerprint Ensemble for Enhancing LLM Performance Seffi Cohen Niv Goldshlager Nurit Cohen-Inger Bracha Shapira Lior Rokach 150 1 0 29 Jan 2025
Faster Machine Translation Ensembling with Reinforcement Learning and Competitive Correction Kritarth Prasad Mohammadi Zaki Pratik Rakesh Singh Pankaj Wasnik 61 1 0 28 Jan 2025
From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning Yafu Li Zhilin Wang Tingchen Fu Ganqu Cui Sen Yang Yu Cheng 93 4 0 21 Jan 2025
Multi-Agent Collaboration Mechanisms: A Survey of LLMs Khanh-Tung Tran Dung Dao Minh-Duong Nguyen Quoc-Viet Pham Barry O'Sullivan Hoang D. Nguyen LLMAG 151 56 0 10 Jan 2025
Segmenting Text and Learning Their Rewards for Improved RLHF in Language Model Yueqin Yin Shentao Yang Yujia Xie Ziyi Yang Yuting Sun Hany Awadalla Weizhu Chen Mingyuan Zhou 119 2 0 07 Jan 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 304 331 0 03 Jan 2025
AmalREC: A Dataset for Relation Extraction and Classification Leveraging Amalgamation of Large Language Models Mansi Pranshu Pandya Mahek Bhavesh Vora Soumya Bharadwaj Ashish Anand 79 0 0 31 Dec 2024
Ensembling Large Language Models with Process Reward-Guided Tree Search for Better Complex Reasoning Sungjin Park Xiao Liu Yeyun Gong Edward Choi LRM 99 10 0 20 Dec 2024
Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning tasks Gregory Kang Ruey Lau Wenyang Hu Diwen Liu Jizhuo Chen Szu Hui Ng Bryan Kian Hsiang Low LRM AI4CE 125 8 0 12 Dec 2024
PickLLM: Context-Aware RL-Assisted Large Language Model Routing Dimitrios Sikeridis Dennis Ramdass Pranay Pareek 152 3 0 12 Dec 2024