Rationale-Augmented Ensembles in Language Models

2 July 2022

Papers citing "Rationale-Augmented Ensembles in Language Models"

50 / 108 papers shown

Title
Dancing with Critiques: Enhancing LLM Reasoning with Stepwise Natural Language Self-Critique Y. Li Jiahao Xu Tian Liang Xingyu Chen Zhiwei He ... Rui Wang Z. Zhang Zhaopeng Tu Haitao Mi Dong Yu LRM 45 1 0 21 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 106 0 0 17 Mar 2025
SCE: Scalable Consistency Ensembles Make Blackbox Large Language Model Generation More Reliable Jiaxin Zhang Z. Li Wendi Cui Kamalika Das Bradley Malin Sricharan Kumar 41 0 0 13 Mar 2025
Multidimensional Consistency Improves Reasoning in Language Models Huiyuan Lai Xiao Zhang Malvina Nissim LRM 36 0 0 04 Mar 2025
CoT-ICL Lab: A Petri Dish for Studying Chain-of-Thought Learning from In-Context Demonstrations Vignesh Kothapalli Hamed Firooz Maziar Sanjabi 57 0 0 21 Feb 2025
Cascaded Self-Evaluation Augmented Training for Lightweight Multimodal LLMs Zheqi Lv Wenkai Wang Jiawei Wang Shengyu Zhang Fei Wu LRM ReLM 51 0 0 10 Jan 2025
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 68 38 0 31 Dec 2024
AutoReason: Automatic Few-Shot Reasoning Decomposition Arda Sevinc A. Gumus ReLM LRM 71 0 0 09 Dec 2024
$H^3$ Fusion: Helpful, Harmless, Honest Fusion of Aligned LLMs Selim Furkan Tekin Fatih Ilhan Tiansheng Huang Sihao Hu Zachary Yahn Ling Liu MoMe 76 3 0 26 Nov 2024
Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning Chengsong Huang Langlin Huang Jiaxin Huang MoMe 27 1 0 14 Oct 2024
M3Hop-CoT: Misogynous Meme Identification with Multimodal Multi-hop Chain-of-Thought G. Kumari Kirtan Jain Asif Ekbal 18 1 0 11 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 61 2 0 07 Oct 2024
Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven Prompting for LLMs Tongyue Sun Jiayi Xiao 31 0 0 30 Aug 2024
Importance Weighting Can Help Large Language Models Self-Improve Chunyang Jiang Chi-min Chan Wei Xue Qifeng Liu Yike Guo 30 3 0 19 Aug 2024
SHIELD: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply Chain Disruptions Zhi-Qi Cheng Yifei Dong Aike Shi Wei Liu Yuzhi Hu Jason O'Connor Alexander G. Hauptmann Kate Whitefoot 18 2 0 09 Aug 2024
Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models Jinrui Zhang Teng Wang Haigang Zhang Ping Lu Feng Zheng MLLM LRM VLM 25 3 0 16 Jul 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 31 18 0 08 Jul 2024
A Reality check of the benefits of LLM in business Ming Cheung 25 3 0 09 Jun 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? Chengwei Qin Wenhan Xia Tan Wang Fangkai Jiao Yuchen Hu Bosheng Ding Ruirui Chen Shafiq R. Joty LRM 35 3 0 19 Apr 2024
Reasoning in Conversation: Solving Subjective Tasks through Dialogue Simulation for Large Language Models Xiaolong Wang Yile Wang Yuan Zhang Fuwen Luo Peng Li Maosong Sun Yang Janet Liu LRM 27 0 0 27 Feb 2024
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 36 1 0 24 Feb 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 42 46 0 21 Feb 2024
In-Context Principle Learning from Mistakes Tianjun Zhang Aman Madaan Luyu Gao Steven Zheng Swaroop Mishra Yiming Yang Niket Tandon Uri Alon KELM ReLM 25 23 0 08 Feb 2024
ChatScratch: An AI-Augmented System Toward Autonomous Visual Programming Learning for Children Aged 6-12 Liuqing Chen Shuhong Xiao Yunnong Chen Ruoyu Wu Yaxuan Song Lingyun Sun AI4Ed LRM 6 12 0 07 Feb 2024
LLM Multi-Agent Systems: Challenges and Open Problems Shanshan Han Qifan Zhang Yuhang Yao Weizhao Jin Zhaozhuo Xu LLMAG 35 36 0 05 Feb 2024
KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion Yanbin Wei Qiushi Huang James T. Kwok Yu Zhang 22 33 0 04 Feb 2024
Speak It Out: Solving Symbol-Related Problems with Symbol-to-Language Conversion for Language Models Yile Wang Sijie Cheng Zixin Sun Peng Li Yang Janet Liu ReLM LRM 17 4 0 22 Jan 2024
Olapa-MCoT: Enhancing the Chinese Mathematical Reasoning Capability of LLMs Shaojie Zhu Zhaobin Wang Chengxiang Zhuo Hui Lu Bo Hu Zang Li LRM 27 0 0 29 Dec 2023
Prompt Valuation Based on Shapley Values Hanxi Liu Xiaokai Mao Haocheng Xia Jian Lou Jinfei Liu 16 4 0 24 Dec 2023
DRDT: Dynamic Reflection with Divergent Thinking for LLM-based Sequential Recommendation Yu Wang Zhiwei Liu Jianguo Zhang Weiran Yao Shelby Heinecke Philip S. Yu AI4TS LRM 19 34 0 18 Dec 2023
VRPTEST: Evaluating Visual Referring Prompting in Large Multimodal Models Zongjie Li Chaozheng Wang Chaowei Liu Pingchuan Ma Daoyuan Wu Shuai Wang Cuiyun Gao VLM 19 6 0 07 Dec 2023
Think from Words(TFW): Initiating Human-Like Cognition in Large Language Models Through Think from Words for Japanese Text-level Classification Chengguang Gan Qinghao Zhang Tatsunori Mori 24 1 0 06 Dec 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 31 52 0 20 Nov 2023
What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User Perception Chaitanya Malaviya Subin Lee Dan Roth Mark Yatskar 24 1 0 16 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 44 6 0 13 Nov 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 30 3 0 24 Oct 2023
Large Language Models are Visual Reasoning Coordinators Liangyu Chen Bo Li Sheng Shen Jingkang Yang Chunyuan Li Kurt Keutzer Trevor Darrell Ziwei Liu VLM LRM 34 47 0 23 Oct 2023
An Empirical Study of Translation Hypothesis Ensembling with Large Language Models António Farinhas José G. C. de Souza André F. T. Martins 18 8 0 17 Oct 2023
Generalizable Chain-of-Thought Prompting in Mixed-task Scenarios with Large Language Models Anni Zou Zhuosheng Zhang Hai Zhao Xiangru Tang LRM ReLM 34 1 0 10 Oct 2023
Towards Better Chain-of-Thought Prompting Strategies: A Survey Zihan Yu Liang He Zhen Wu Xinyu Dai Jiajun Chen LRM 118 44 0 08 Oct 2023
DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines Omar Khattab Arnav Singhvi Paridhi Maheshwari Zhiyuan Zhang Keshav Santhanam ... Thomas T. Joshi Hanna Moazam Heather Miller Matei A. Zaharia Christopher Potts RALM 25 228 0 05 Oct 2023
Adapting LLM Agents with Universal Feedback in Communication Kuan-Chieh Jackson Wang Yadong Lu Michael Santacroce Yeyun Gong Chao Zhang Yelong Shen LLMAG 28 7 0 01 Oct 2023
Corex: Pushing the Boundaries of Complex Reasoning through Multi-Model Collaboration Qiushi Sun Zhangyue Yin Xiang Li Zhiyong Wu Xipeng Qiu Lingpeng Kong LRM LLMAG 15 44 0 30 Sep 2023
Evaluating Cognitive Maps and Planning in Large Language Models with CogEval Ida Momennejad Hosein Hasanbeig Felipe Vieira Frujeri Hiteshi Sharma Robert Osazuwa Ness Nebojsa Jojic Hamid Palangi Jonathan Larson ELM LLMAG LRM 19 66 0 25 Sep 2023
Self-Explanation Prompting Improves Dialogue Understanding in Large Language Models Haoyu Gao Ting-En Lin Hangyu Li Min Yang Yuchuan Wu Wentao Ma Yongbin Li LRM 27 10 0 22 Sep 2023
Spoken Language Intelligence of Large Language Models for Language Learning Linkai Peng Baorian Nuchged Yingming Gao ELM 57 4 0 28 Aug 2023
Exploring Demonstration Ensembling for In-context Learning Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang AIMat 20 7 0 17 Aug 2023
InfeRE: Step-by-Step Regex Generation via Chain of Inference Shuai Zhang Xiaodong Gu Yuting Chen Beijun Shen 13 5 0 08 Aug 2023
Leveraging Few-Shot Data Augmentation and Waterfall Prompting for Response Generation Lea Krause Selene Báez Santamaría Michiel van der Meer Urja Khurana 15 3 0 02 Aug 2023
Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models Jiaao Chen Xiaoman Pan Dian Yu Kaiqiang Song Xiaoyang Wang Dong Yu Jianshu Chen ReLM LRM 19 24 0 01 Aug 2023