Large Language Models Are Reasoning Teachers

20 December 2022

Papers citing "Large Language Models Are Reasoning Teachers"

50 / 232 papers shown

Title
A Survey on the Integration of Generative AI for Critical Thinking in Mobile Networks Athanasios Karapantelakis Alexandros Nikou Ajay Kattepur Jean Martins Leonid Mokrushin S. Mohalik Marin Orlic Aneta Vulgarakis Feljan 24 1 0 10 Apr 2024
Okay, Let's Do This! Modeling Event Coreference with Generated Rationales and Knowledge Distillation Abhijnan Nath Shadi Manafi Avyakta Chelle Nikhil Krishnaswamy 38 1 0 04 Apr 2024
uTeBC-NLP at SemEval-2024 Task 9: Can LLMs be Lateral Thinkers? Pouya Sadeghi Amirhossein Abaskohi Yadollah Yaghoobzadeh LRM ReLM 25 1 0 03 Apr 2024
Token-Efficient Leverage Learning in Large Language Models Yuanhao Zeng Min Wang Yihang Wang Yingxia Shao 29 0 0 01 Apr 2024
DivTOD: Unleashing the Power of LLMs for Diversifying Task-Oriented Dialogue Representations Weihao Zeng Dayuan Fu Keqing He Yejie Wang Yukai Xu Weiran Xu 33 2 0 31 Mar 2024
Mitigating Misleading Chain-of-Thought Reasoning with Selective Filtering Yexin Wu Zhuosheng Zhang Hai Zhao LRM 19 3 0 28 Mar 2024
Towards Interpretable Hate Speech Detection using Large Language Model-extracted Rationales Ayushi Nirmal Amrita Bhattacharjee Paras Sheth Huan Liu AAML 20 11 0 19 Mar 2024
HateCOT: An Explanation-Enhanced Dataset for Generalizable Offensive Speech Detection via Large Language Models H. Nghiem Hal Daumé 31 1 0 18 Mar 2024
TriSum: Learning Summarization Ability from Large Language Models with Structured Rationale Pengcheng Jiang Cao Xiao Zifeng Wang Parminder Bhatia Jimeng Sun Jiawei Han LRM 16 10 0 15 Mar 2024
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking E. Zelikman Georges Harik Yijia Shao Varuna Jayasiri Nick Haber Noah D. Goodman LLMAG ReLM LRM 47 108 0 14 Mar 2024
Meaningful Learning: Advancing Abstract Reasoning in Large Language Models via Generic Fact Guidance Kai Xiong Xiao Ding Ting Liu Bing Qin Dongliang Xu Qing Yang Hongtao Liu Yixin Cao LRM 29 3 0 14 Mar 2024
Evolving Knowledge Distillation with Large Language Models and Active Learning Chengyuan Liu Yangyang Kang Fubang Zhao Kun Kuang Zhuoren Jiang Changlong Sun Fei Wu 16 4 0 11 Mar 2024
Data Augmentation using Large Language Models: Data Perspectives, Learning Paradigms and Challenges Bosheng Ding Chengwei Qin Ruochen Zhao Tianze Luo Xinze Li Guizhen Chen Wenhan Xia Junjie Hu A. Luu Shafiq R. Joty 29 18 0 05 Mar 2024
AS-ES Learning: Towards Efficient CoT Learning in Small Models Nuwa Xi Yuhan Chen Sendong Zhao Hao Wang Bing Qin Ting Liu LRM 41 1 0 04 Mar 2024
Self-Consistent Reasoning-based Aspect-Sentiment Quad Prediction with Extract-Then-Assign Strategy Jieyong Kim Ryang Heo Yongsik Seo SeongKu Kang Jinyoung Yeo Dongha Lee ReLM LRM 28 4 0 01 Mar 2024
Think Big, Generate Quick: LLM-to-SLM for Fast Autoregressive Decoding Benjamin Bergner Andrii Skliar Amelie Royer Tijmen Blankevoort Yuki Markus Asano B. Bejnordi 58 5 0 26 Feb 2024
PREDILECT: Preferences Delineated with Zero-Shot Language-based Reasoning in Reinforcement Learning Simon Holk Daniel Marta Iolanda Leite 37 11 0 23 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
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Tianyi Zhou KELM VLM 42 98 0 20 Feb 2024
ELAD: Explanation-Guided Large Language Models Active Distillation Yifei Zhang Bo Pan Chen Ling Yuntong Hu Liang Zhao 38 5 0 20 Feb 2024
PromptKD: Distilling Student-Friendly Knowledge for Generative Language Models via Prompt Tuning Gyeongman Kim Doohyuk Jang Eunho Yang VLM 35 13 0 20 Feb 2024
Distilling Large Language Models for Text-Attributed Graph Learning Bo Pan Zhengwu Zhang Yifei Zhang Yuntong Hu Liang Zhao 30 13 0 19 Feb 2024
I Learn Better If You Speak My Language: Understanding the Superior Performance of Fine-Tuning Large Language Models with LLM-Generated Responses Xuan Ren Biao Wu Lingqiao Liu 25 5 0 17 Feb 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che LRM 26 0 0 16 Feb 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 36 46 0 15 Feb 2024
Leveraging Large Language Models for Enhanced NLP Task Performance through Knowledge Distillation and Optimized Training Strategies Yining Huang Keke Tang Meilian Chen 25 9 0 14 Feb 2024
LLM-driven Imitation of Subrational Behavior : Illusion or Reality? Andrea Coletta Kshama Dwarakanath Penghang Liu Svitlana Vyetrenko T. Balch 11 10 0 13 Feb 2024
SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark Zhenwen Liang Kehan Guo Gang Liu Taicheng Guo Yujun Zhou Tianyu Yang Jiajun Jiao Renjie Pi Jipeng Zhang Xiangliang Zhang ELM 26 18 0 06 Feb 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 19 7 0 06 Feb 2024
A Survey on Transformer Compression Yehui Tang Yunhe Wang Jianyuan Guo Zhijun Tu Kai Han Hailin Hu Dacheng Tao 29 27 0 05 Feb 2024
MAGDi: Structured Distillation of Multi-Agent Interaction Graphs Improves Reasoning in Smaller Language Models Justin Chih-Yao Chen Swarnadeep Saha Elias Stengel-Eskin Mohit Bansal LRM LLMAG 30 13 0 02 Feb 2024
Contextualization Distillation from Large Language Model for Knowledge Graph Completion Dawei Li Zhen Tan Tianlong Chen Huan Liu KELM 25 12 0 28 Jan 2024
TPD: Enhancing Student Language Model Reasoning via Principle Discovery and Guidance Haorui Wang Rongzhi Zhang Yinghao Li Lingkai Kong Yuchen Zhuang Xiusi Chen Chao Zhang LRM 38 5 0 24 Jan 2024
Distilling Mathematical Reasoning Capabilities into Small Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang LRM 29 9 0 22 Jan 2024
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline Minpeng Liao Wei Luo Chengxi Li Jing Wu Kai Fan LRM 32 37 0 16 Jan 2024
xCoT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning Linzheng Chai Jian Yang Tao Sun Hongcheng Guo Jiaheng Liu ... Xiannian Liang Jiaqi Bai Tongliang Li Qiyao Peng Zhoujun Li LRM 29 48 0 13 Jan 2024
Knowledge Distillation for Closed-Source Language Models Hongzhan Chen Xiaojun Quan Hehong Chen Ming Yan Ji Zhang BDL 33 2 0 13 Jan 2024
Large Language Models Can Learn Temporal Reasoning Siheng Xiong Ali Payani Ramana Rao Kompella Faramarz Fekri LRM 27 73 0 12 Jan 2024
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 27 17 0 27 Dec 2023
Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data Yiwei Li Peiwen Yuan Shaoxiong Feng Boyuan Pan Bin Sun Xinglin Wang Heda Wang Kan Li LRM 11 20 0 20 Dec 2023
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng E. Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 22 75 0 17 Dec 2023
Student as an Inherent Denoiser of Noisy Teacher Jiachen Zhao 16 0 0 15 Dec 2023
Interactive Planning Using Large Language Models for Partially Observable Robotics Tasks Lingfeng Sun Devesh K. Jha Chiori Hori Siddarth Jain Radu Corcodel Xinghao Zhu Masayoshi Tomizuka Diego Romeres LM&Ro LLMAG 22 20 0 11 Dec 2023
Beneath the Surface: Unveiling Harmful Memes with Multimodal Reasoning Distilled from Large Language Models Hongzhan Lin Ziyang Luo Jing Ma Long Chen 24 9 0 09 Dec 2023
Grounding Foundation Models through Federated Transfer Learning: A General Framework Yan Kang Tao Fan Hanlin Gu Xiaojin Zhang Lixin Fan Qiang Yang AI4CE 68 19 0 29 Nov 2023
Mind's Mirror: Distilling Self-Evaluation Capability and Comprehensive Thinking from Large Language Models Weize Liu Guocong Li Kai Zhang Bang Du Qiyuan Chen Xuming Hu Hongxia Xu Jintai Chen Jian Wu LRM 18 6 0 15 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 30 1 0 15 Nov 2023
Human-Centric Autonomous Systems With LLMs for User Command Reasoning Yi Yang Qingwen Zhang Ci Li Daniel Simoes Marta Nazre Batool John Folkesson LRM 59 29 0 14 Nov 2023
VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency Vernon Toh Ratish Puduppully Nancy F. Chen LRM 17 5 0 13 Nov 2023
Towards the Law of Capacity Gap in Distilling Language Models Chen Zhang Dawei Song Zheyu Ye Yan Gao ELM 23 20 0 13 Nov 2023