Title
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 31 55 0 21 Jan 2024
CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning Weiqi Wang Tianqing Fang Chunyang Li Haochen Shi Wenxuan Ding ... Jiaxin Bai Xin Liu Cheng Jiayang Chunkit Chan Yangqiu Song LRM 28 27 0 14 Jan 2024
Mind Your Format: Towards Consistent Evaluation of In-Context Learning Improvements Anton Voronov Lena Wolf Max Ryabinin 27 46 0 12 Jan 2024
Misconfidence-based Demonstration Selection for LLM In-Context Learning Shangqing Xu Chao Zhang 73 15 0 12 Jan 2024
Grimoire is All You Need for Enhancing Large Language Models Ding Chen Shichao Song Qingchen Yu Zhiyu Li Wenjin Wang Feiyu Xiong Bo Tang 25 4 0 07 Jan 2024
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers Aleksandar Stanić Sergi Caelles Michael Tschannen LRM VLM 27 9 0 03 Jan 2024
Improving In-context Learning via Bidirectional Alignment Chengwei Qin Wenhan Xia Fangkai Jiao Chen Chen Yuchen Hu Bosheng Ding Shafiq R. Joty 37 7 0 28 Dec 2023
How Robust are LLMs to In-Context Majority Label Bias? Karan Gupta Sumegh Roychowdhury Siva Rajesh Kasa Santhosh Kumar Kasa Anish Bhanushali Nikhil Pattisapu Prasanna Srinivasa Murthy 18 7 0 27 Dec 2023
NPHardEval: Dynamic Benchmark on Reasoning Ability of Large Language Models via Complexity Classes Lizhou Fan Wenyue Hua Lingyao Li Haoyang Ling Yongfeng Zhang LRM 31 45 0 22 Dec 2023
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 26 25 0 19 Dec 2023
Lever LM: Configuring In-Context Sequence to Lever Large Vision Language Models Xu Yang Yingzhe Peng Haoxuan Ma Shuo Xu Chi Zhang Yucheng Han Hanwang Zhang 32 5 0 15 Dec 2023
The ICL Consistency Test Lucas Weber Elia Bruni Dieuwke Hupkes ALM 13 6 0 08 Dec 2023
FlexModel: A Framework for Interpretability of Distributed Large Language Models Matthew Choi Muhammad Adil Asif John Willes David Emerson AI4CE ALM 27 1 0 05 Dec 2023
The Unlocking Spell on Base LLMs: Rethinking Alignment via In-Context Learning Bill Yuchen Lin Abhilasha Ravichander Ximing Lu Nouha Dziri Melanie Sclar Khyathi Raghavi Chandu Chandra Bhagavatula Yejin Choi 22 164 0 04 Dec 2023
Understanding and Improving In-Context Learning on Vision-language Models Shuo Chen Zhen Han Bailan He Mark Buckley Philip Torr Volker Tresp Jindong Gu 27 6 0 29 Nov 2023
Zero-shot Referring Expression Comprehension via Structural Similarity Between Images and Captions Zeyu Han Fangrui Zhu Qianru Lao Huaizu Jiang ObjD 27 11 0 28 Nov 2023
Hijacking Large Language Models via Adversarial In-Context Learning Yao Qiang Xiangyu Zhou Dongxiao Zhu 32 32 0 16 Nov 2023
When does In-context Learning Fall Short and Why? A Study on Specification-Heavy Tasks Hao Peng Xiaozhi Wang Jianhui Chen Weikai Li Y. Qi ... Zhili Wu Kaisheng Zeng Bin Xu Lei Hou Juanzi Li 34 28 0 15 Nov 2023
Self-Improving for Zero-Shot Named Entity Recognition with Large Language Models Tingyu Xie Qi Li Yan Zhang Zuozhu Liu Hongwei Wang 38 18 0 15 Nov 2023
Can Large Language Models Follow Concept Annotation Guidelines? A Case Study on Scientific and Financial Domains Marcio Fonseca Shay B. Cohen ALM 24 6 0 15 Nov 2023
The Transient Nature of Emergent In-Context Learning in Transformers Aaditya K. Singh Stephanie C. Y. Chan Ted Moskovitz Erin Grant Andrew M. Saxe Felix Hill 70 32 0 14 Nov 2023
In-context Learning Generalizes, But Not Always Robustly: The Case of Syntax Aaron Mueller Albert Webson Jackson Petty Tal Linzen ReLM LRM 34 13 0 13 Nov 2023
It's Not Easy Being Wrong: Large Language Models Struggle with Process of Elimination Reasoning Nishant Balepur Shramay Palta Rachel Rudinger LRM 18 7 0 13 Nov 2023
In-context Vectors: Making In Context Learning More Effective and Controllable Through Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Y. Zou 26 84 0 11 Nov 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 29 38 0 10 Nov 2023
Which is better? Exploring Prompting Strategy For LLM-based Metrics Joonghoon Kim Saeran Park Kiyoon Jeong Sangmin Lee S. Han Jiyoon Lee Pilsung Kang 6 15 0 07 Nov 2023
Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasks Yifan Wang Qingyan Guo Xinzhe Ni Chufan Shi Lemao Liu Haiyun Jiang Yujiu Yang ReLM RALM 25 8 0 03 Nov 2023
De-Diffusion Makes Text a Strong Cross-Modal Interface Chen Wei Chenxi Liu Siyuan Qiao Zhishuai Zhang Alan Yuille Jiahui Yu VLM DiffM 37 10 0 01 Nov 2023
The Mystery of In-Context Learning: A Comprehensive Survey on Interpretation and Analysis Yuxiang Zhou Jiazheng Li Yanzheng Xiang Hanqi Yan Lin Gui Yulan He 24 14 0 01 Nov 2023
Defining a New NLP Playground Sha Li Chi Han Pengfei Yu Carl N. Edwards Manling Li ... Yi Ren Fung Charles Yu Joel R. Tetreault Eduard H. Hovy Heng Ji 38 5 0 31 Oct 2023
Which Examples to Annotate for In-Context Learning? Towards Effective and Efficient Selection Costas Mavromatis Balasubramaniam Srinivasan Zhengyuan Shen Jiani Zhang Huzefa Rangwala Christos Faloutsos George Karypis 19 21 0 30 Oct 2023
Improving Input-label Mapping with Demonstration Replay for In-context Learning Zhuocheng Gong Jiahao Liu Qifan Wang Jingang Wang Xunliang Cai Dongyan Zhao Rui Yan 24 1 0 30 Oct 2023
In-Context Learning Dynamics with Random Binary Sequences Eric J. Bigelow Ekdeep Singh Lubana Robert P. Dick Hidenori Tanaka T. Ullman 31 4 0 26 Oct 2023
Characterizing Mechanisms for Factual Recall in Language Models Qinan Yu Jack Merullo Ellie Pavlick KELM 44 23 0 24 Oct 2023
Function Vectors in Large Language Models Eric Todd Millicent Li Arnab Sen Sharma Aaron Mueller Byron C. Wallace David Bau 14 100 0 23 Oct 2023
Confronting LLMs with Traditional ML: Rethinking the Fairness of Large Language Models in Tabular Classifications Yanchen Liu Srishti Gautam Jiaqi Ma Himabindu Lakkaraju LMTD 24 11 0 23 Oct 2023
HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models Tianrui Guan Fuxiao Liu Xiyang Wu Ruiqi Xian Zongxia Li ... Lichang Chen Furong Huang Yaser Yacoob Dinesh Manocha Dinesh Manocha VLM MLLM 36 155 0 23 Oct 2023
Mind the instructions: a holistic evaluation of consistency and interactions in prompt-based learning Lucas Weber Elia Bruni Dieuwke Hupkes 32 24 0 20 Oct 2023
Large Language Model for Multi-objective Evolutionary Optimization Fei Liu Xi Lin Zhenkun Wang Shunyu Yao Xialiang Tong Mingxuan Yuan Qingfu Zhang 19 37 0 19 Oct 2023
Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks Ming-Hao Hsu Kai-Wei Chang Shang-Wen Li Hung-yi Lee 31 7 0 19 Oct 2023
Investigating Uncertainty Calibration of Aligned Language Models under the Multiple-Choice Setting Guande He Peng Cui Jianfei Chen Wenbo Hu Jun Zhu 50 11 0 18 Oct 2023
Document-Level In-Context Few-Shot Relation Extraction via Pre-Trained Language Models Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang 26 1 0 17 Oct 2023
How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations Tianyu Guo Wei Hu Song Mei Huan Wang Caiming Xiong Silvio Savarese Yu Bai 27 47 0 16 Oct 2023
Demonstrations Are All You Need: Advancing Offensive Content Paraphrasing using In-Context Learning Anirudh Som Karan Sikka Helen Gent Ajay Divakaran A. Kathol D. Vergyri 21 4 0 16 Oct 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 22 18 0 16 Oct 2023
Generative Calibration for In-context Learning Zhongtao Jiang Yuanzhe Zhang Cao Liu Jun Zhao Kang Liu 167 17 0 16 Oct 2023
Enhancing Conversational Search: Large Language Model-Aided Informative Query Rewriting Fanghua Ye Meng Fang Shenghui Li Emine Yilmaz KELM 54 45 0 15 Oct 2023
In-Context Unlearning: Language Models as Few Shot Unlearners Martin Pawelczyk Seth Neel Himabindu Lakkaraju MU 28 100 0 11 Oct 2023
A Meta-Learning Perspective on Transformers for Causal Language Modeling Xinbo Wu L. Varshney 29 6 0 09 Oct 2023
In-Context Convergence of Transformers Yu Huang Yuan Cheng Yingbin Liang MLT 37 59 0 08 Oct 2023