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An Explanation of In-context Learning as Implicit Bayesian Inference

3 November 2021

Papers citing "An Explanation of In-context Learning as Implicit Bayesian Inference"

50 / 562 papers shown

Title
A Closer Look at In-Context Learning under Distribution Shifts Kartik Ahuja David Lopez-Paz 81 18 0 26 May 2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective Guhao Feng Bohang Zhang Yuntian Gu Haotian Ye Di He Liwei Wang LRM 141 261 0 24 May 2023
Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples Abulhair Saparov Richard Yuanzhe Pang Vishakh Padmakumar Nitish Joshi Seyed Mehran Kazemi Najoung Kim He He ELM LRM 155 94 0 24 May 2023
Prompt Evolution for Generative AI: A Classifier-Guided Approach Melvin Wong Yew-Soon Ong Abhishek Gupta K. Bali Caishun Chen 84 14 0 24 May 2023
Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations Wei-Lin Chen Cheng-Kuang Wu Yun-Nung Chen Hsin-Hsi Chen 113 35 0 24 May 2023
OverPrompt: Enhancing ChatGPT through Efficient In-Context Learning Jiazheng Li Runcong Zhao Yongxin Yang Yulan He Lin Gui 79 10 0 24 May 2023
Adversarial Demonstration Attacks on Large Language Models Jiong Wang Zi-yang Liu Keun Hee Park Zhuojun Jiang Zhaoheng Zheng Zhuofeng Wu Muhao Chen Chaowei Xiao SILM 112 56 0 24 May 2023
In-Context Impersonation Reveals Large Language Models' Strengths and Biases Leonard Salewski Stephan Alaniz Isabel Rio-Torto Eric Schulz Zeynep Akata 102 159 0 24 May 2023
Large Language Models are In-Context Semantic Reasoners rather than Symbolic Reasoners Xiaojuan Tang Zilong Zheng Jiaqi Li Fanxu Meng Song-Chun Zhu Yitao Liang Muhan Zhang ReLM LRM 86 62 0 24 May 2023
Active Learning Principles for In-Context Learning with Large Language Models Katerina Margatina Timo Schick Nikolaos Aletras Jane Dwivedi-Yu 113 44 0 23 May 2023
Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning Lean Wang Lei Li Damai Dai Deli Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun 177 193 0 23 May 2023
Dr.ICL: Demonstration-Retrieved In-context Learning Man Luo Xin Xu Zhuyun Dai Panupong Pasupat Mehran Kazemi Chitta Baral Vaiva Imbrasaite Vincent Zhao RALM 116 58 0 23 May 2023
Concept-aware Training Improves In-context Learning Ability of Language Models Michal Štefánik Marek Kadlcík KELM LRM 84 0 0 23 May 2023
Discrete Prompt Optimization via Constrained Generation for Zero-shot Re-ranker Sukmin Cho Soyeong Jeong Jeongyeon Seo Jong C. Park OffRL 119 25 0 23 May 2023
Measuring Inductive Biases of In-Context Learning with Underspecified Demonstrations Chenglei Si Dan Friedman Nitish Joshi Shi Feng Danqi Chen He He 77 48 0 22 May 2023
Iterative Forward Tuning Boosts In-Context Learning in Language Models Jiaxi Yang Binyuan Hui Min Yang Bailin Wang Bowen Li Binhua Li Fei Huang Yongbin Li 107 16 0 22 May 2023
Meta-in-context learning in large language models Julian Coda-Forno Marcel Binz Zeynep Akata M. Botvinick Jane X. Wang Eric Schulz LRM 319 44 0 22 May 2023
Explaining Emergent In-Context Learning as Kernel Regression Chi Han Ziqi Wang Haiying Zhao Heng Ji LRM 94 15 0 22 May 2023
MolXPT: Wrapping Molecules with Text for Generative Pre-training Zequn Liu Wei Zhang Yingce Xia Lijun Wu Shufang Xie Tao Qin Min Zhang Tie-Yan Liu 98 75 0 18 May 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning Dong-Ho Lee Kian Ahrabian Woojeong Jin Fred Morstatter Jay Pujara 118 43 0 17 May 2023
Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt Zhaozhuo Xu Zirui Liu Beidi Chen Yuxin Tang Jue Wang Kaixiong Zhou Helen Zhou Anshumali Shrivastava MQ 96 32 0 17 May 2023
M3KE: A Massive Multi-Level Multi-Subject Knowledge Evaluation Benchmark for Chinese Large Language Models Chuang Liu Renren Jin Yuqi Ren Linhao Yu Tianyu Dong ... Peiyi Zhang Qingqing Lyu Xiaowen Su Qun Liu Deyi Xiong ELM ALM 119 26 0 17 May 2023
What In-Context Learning "Learns" In-Context: Disentangling Task Recognition and Task Learning Jane Pan Tianyu Gao Howard Chen Danqi Chen 84 126 0 16 May 2023
Pre-Training to Learn in Context Yuxian Gu Li Dong Furu Wei Minlie Huang CLIP LRM ReLM 167 38 0 16 May 2023
Small Models are Valuable Plug-ins for Large Language Models Canwen Xu Yichong Xu Shuohang Wang Yang Liu Chenguang Zhu Julian McAuley LLMAG 85 50 0 15 May 2023
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text H. Khorashadizadeh Nandana Mihindukulasooriya Sanju Tiwari Jinghua Groppe Sven Groppe 73 23 0 15 May 2023
Text Classification via Large Language Models Xiaofei Sun Xiaoya Li Jiwei Li Leilei Gan Shangwei Guo Tianwei Zhang Guoyin Wang RALM LRM 100 150 0 15 May 2023
Multilingual LLMs are Better Cross-lingual In-context Learners with Alignment Eshaan Tanwar Subhabrata Dutta Manish Borthakur Tanmoy Chakraborty 101 57 0 10 May 2023
A Taxonomy of Foundation Model based Systems through the Lens of Software Architecture Qinghua Lu Liming Zhu Xiwei Xu Yue Liu Zhenchang Xing Jon Whittle 94 12 0 09 May 2023
CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning Weiqi Wang Tianqing Fang Baixuan Xu Chun Yi Louis Bo Yangqiu Song Lei Chen ReLM LRM 77 37 0 08 May 2023
In-context Learning as Maintaining Coherency: A Study of On-the-fly Machine Translation Using Large Language Models Suzanna Sia Kevin Duh LRM 102 17 0 05 May 2023
AutoML-GPT: Automatic Machine Learning with GPT Shujian Zhang Chengyue Gong Lemeng Wu Xingchao Liu Mi Zhou LLMAG 147 67 0 04 May 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 182 84 0 02 May 2023
Accelerating Neural Self-Improvement via Bootstrapping Kazuki Irie Jürgen Schmidhuber 70 1 0 02 May 2023
In-Context Learning Unlocked for Diffusion Models Zhendong Wang Yi Ding Yadong Lu Yelong Shen Pengcheng He Weizhu Chen Zhangyang Wang Mingyuan Zhou VLM DiffM 150 78 0 01 May 2023
Large Language Models are Strong Zero-Shot Retriever Tao Shen Guodong Long Xiubo Geng Chongyang Tao Dinesh Manocha Daxin Jiang RALM KELM 110 36 0 27 Apr 2023
The Closeness of In-Context Learning and Weight Shifting for Softmax Regression Shuai Li Zhao Song Yu Xia Tong Yu Dinesh Manocha 84 43 0 26 Apr 2023
A Latent Space Theory for Emergent Abilities in Large Language Models Hui Jiang LRM 106 40 0 19 Apr 2023
Progressive-Hint Prompting Improves Reasoning in Large Language Models Chuanyang Zheng Zhengying Liu Enze Xie Zhenguo Li Yu Li LLMAG ReLM LRM 121 106 0 19 Apr 2023
Towards Robust Prompts on Vision-Language Models Jindong Gu Ahmad Beirami Xuezhi Wang Alex Beutel Philip Torr Yao Qin VLM VPVLM 86 8 0 17 Apr 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian Dalca 92 87 0 12 Apr 2023
Meta-Learned Models of Cognition Marcel Binz Ishita Dasgupta Akshay K. Jagadish M. Botvinick Jane X. Wang Eric Schulz 97 27 0 12 Apr 2023
Exploring Effective Factors for Improving Visual In-Context Learning Yanpeng Sun Qiang Chen Jian Wang Jingdong Wang Zechao Li LRM VLM 106 26 0 10 Apr 2023
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Yongliang Shen Kaitao Song Xu Tan Dongsheng Li Weiming Lu Yueting Zhuang MLLM 149 913 0 30 Mar 2023
An Over-parameterized Exponential Regression Yeqi Gao Sridhar Mahadevan Zhao Song 81 39 0 29 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 171 63 0 26 Mar 2023
$k$ NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference Benfeng Xu Quan Wang Zhendong Mao Yajuan Lyu Qiaoqiao She Yongdong Zhang 140 53 0 24 Mar 2023
ART: Automatic multi-step reasoning and tool-use for large language models Bhargavi Paranjape Scott M. Lundberg Sameer Singh Hannaneh Hajishirzi Luke Zettlemoyer Marco Tulio Ribeiro KELM ReLM LRM 99 154 0 16 Mar 2023
A Theory of Emergent In-Context Learning as Implicit Structure Induction Michael Hahn Navin Goyal LRM 79 87 0 14 Mar 2023
The Learnability of In-Context Learning Noam Wies Yoav Levine Amnon Shashua 186 109 0 14 Mar 2023