Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?

25 February 2022

Luke Zettlemoyer

Papers citing "Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?"

50 / 972 papers shown

Title
Incomplete In-context Learning Wenqiang Wang Yangshijie Zhang 36 0 0 12 May 2025
Spoken Language Understanding on Unseen Tasks With In-Context Learning Neeraj Agrawal Sriram Ganapathy 23 0 0 12 May 2025
A Multi-Dimensional Constraint Framework for Evaluating and Improving Instruction Following in Large Language Models Junjie Ye Caishuang Huang Z. Chen Wenjie Fu Chenyuan Yang ... Tao Gui Qi Zhang Zhongchao Shi Jianping Fan Xuanjing Huang ALM 39 0 0 12 May 2025
Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction Máté Gedeon RALM 55 0 0 30 Apr 2025
Robust Misinformation Detection by Visiting Potential Commonsense Conflict Bing Wang Ximing Li C. Li Bingrui Zhao Bo Fu Renchu Guan Shengsheng Wang 48 0 0 30 Apr 2025
ICL CIPHERS: Quantifying "Learning'' in In-Context Learning via Substitution Ciphers Zhouxiang Fang Aayush Mishra Muhan Gao Anqi Liu Daniel Khashabi 44 0 0 28 Apr 2025
EvidenceBench: A Benchmark for Extracting Evidence from Biomedical Papers J. Wang Weili Cao Kaicheng Wang Xiaoyue Wang Ashish Dalvi ... David E. Neal Maxim Khan Christopher D. Rosin R. Paturi Leon Bergen 30 0 0 25 Apr 2025
UFO2: The Desktop AgentOS Chaoyun Zhang He Huang Chiming Ni J. Mu Si Qin ... Minghua Ma Jian-Guang Lou Qingwei Lin Saravan Rajmohan Dongmei Zhang LLMAG 34 0 0 20 Apr 2025
Diverse Prompts: Illuminating the Prompt Space of Large Language Models with MAP-Elites Gabriel Santos Rita Julia Marcelo Nascimento 29 0 0 19 Apr 2025
Enhancing Multimodal In-Context Learning for Image Classification through Coreset Optimization Huiyi Chen Jiawei Peng Kaihua Tang Xin Geng Xu Yang 22 0 0 19 Apr 2025
Scaling sparse feature circuit finding for in-context learning Dmitrii Kharlapenko S. Kamath S Fazl Barez Arthur Conmy Neel Nanda 26 0 0 18 Apr 2025
On Linear Representations and Pretraining Data Frequency in Language Models Jack Merullo Noah A. Smith Sarah Wiegreffe Yanai Elazar 35 0 0 16 Apr 2025
Can Pre-training Indicators Reliably Predict Fine-tuning Outcomes of LLMs? Hansi Zeng Kai Hui Honglei Zhuang Zhen Qin Zhenrui Yue Hamed Zamani Dana Alon 33 0 0 16 Apr 2025
An LLM-as-a-judge Approach for Scalable Gender-Neutral Translation Evaluation Andrea Piergentili Beatrice Savoldi Matteo Negri L. Bentivogli ELM 35 0 0 16 Apr 2025
Automated Python Translation Joshua Otten Antonios Anastasopoulos Kevin Moran 15 0 0 15 Apr 2025
Can LLMs handle WebShell detection? Overcoming Detection Challenges with Behavioral Function-Aware Framework Feijiang Han Jiaming Zhang Chuyi Deng Jianheng Tang Yunhuai Liu 27 0 0 14 Apr 2025
Improving In-Context Learning with Reasoning Distillation Nafis Sadeq Xin Xu Zhouhang Xie Julian McAuley Byungkyu Kang Prarit Lamba Xiang Gao RALM ReLM LRM 33 0 0 14 Apr 2025
Mimic In-Context Learning for Multimodal Tasks Yuchu Jiang Jiale Fu Chenduo Hao Xinting Hu Yingzhe Peng Xin Geng Xu Yang 27 0 0 11 Apr 2025
EIDT-V: Exploiting Intersections in Diffusion Trajectories for Model-Agnostic, Zero-Shot, Training-Free Text-to-Video Generation Diljeet Jagpal Xi Chen Vinay P. Namboodiri DiffM VGen 48 0 0 09 Apr 2025
On the Effectiveness and Generalization of Race Representations for Debiasing High-Stakes Decisions Dang Nguyen Chenhao Tan 32 0 0 07 Apr 2025
Gating is Weighting: Understanding Gated Linear Attention through In-context Learning Yingcong Li Davoud Ataee Tarzanagh A. S. Rawat Maryam Fazel Samet Oymak 25 0 0 06 Apr 2025
CoTAL: Human-in-the-Loop Prompt Engineering, Chain-of-Thought Reasoning, and Active Learning for Generalizable Formative Assessment Scoring Clayton Cohn Nicole M. Hutchins Ashwin T S Gautam Biswas LRM 41 0 0 03 Apr 2025
A Survey of Scaling in Large Language Model Reasoning Zihan Chen Song Wang Zhen Tan Xingbo Fu Zhenyu Lei Peng Wang Huan Liu Cong Shen Jundong Li LRM 86 0 0 02 Apr 2025
Contextualize-then-Aggregate: Circuits for In-Context Learning in Gemma-2 2B Aleksandra Bakalova Yana Veitsman Xinting Huang Michael Hahn 31 0 0 31 Mar 2025
Monte Carlo Sampling for Analyzing In-Context Examples S. Schoch Yangfeng Ji 35 0 0 27 Mar 2025
Collaborative Evolution: Multi-Round Learning Between Large and Small Language Models for Emergent Fake News Detection Ziyi Zhou Xiaoming Zhang Shenghan Tan Litian Zhang Chaozhuo Li 44 0 0 27 Mar 2025
Socially Constructed Treatment Plans: Analyzing Online Peer Interactions to Understand How Patients Navigate Complex Medical Conditions Madhusudan Basak Omar Sharif Jessica Hulsey Elizabeth C. Saunders Daisy J. Goodman Luke J. ArchiBald S. Preum 29 0 0 27 Mar 2025
Transformer-based Wireless Symbol Detection Over Fading Channels Li Fan Jing Yang Cong Shen 36 0 0 20 Mar 2025
Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models Mario Sanz-Guerrero Katharina von der Wense LRM 43 0 0 20 Mar 2025
Understanding the Generalization of In-Context Learning in Transformers: An Empirical Study Xingxuan Zhang Haoran Wang Jiansheng Li Yuan Xue Shikai Guan Renzhe Xu Hao Zou Han Yu Peng Cui 50 0 0 19 Mar 2025
Synthetic Data Generation Using Large Language Models: Advances in Text and Code Mihai Nadas Laura Diosan Andreea Tomescu SyDa 67 0 0 18 Mar 2025
Gricean Norms as a Basis for Effective Collaboration Fardin Saad Pradeep K. Murukannaiah Munindar P. Singh 147 0 0 18 Mar 2025
Automating the loop in traffic incident management on highway Matteo Cercola Nicola Gatti Pedro Huertas Leyva Benedetto Carambia Simone Formentin 50 0 0 15 Mar 2025
Test-Time Training Provably Improves Transformers as In-context Learners Halil Alperen Gozeten M. E. Ildiz Xuechen Zhang Mahdi Soltanolkotabi Marco Mondelli Samet Oymak 46 1 0 14 Mar 2025
M2R-Whisper: Multi-stage and Multi-scale Retrieval Augmentation for Enhancing Whisper Jiaming Zhou S. Zhao Jiabei He Hui Wang Wenjia Zeng Yong Chen Haoqin Sun Aobo Kong Yong Qin 55 1 0 13 Mar 2025
Dialogue Injection Attack: Jailbreaking LLMs through Context Manipulation Wenlong Meng Fan Zhang Wendao Yao Zhenyuan Guo Y. Li Chengkun Wei Wenzhi Chen AAML 38 1 0 11 Mar 2025
Learning to Search Effective Example Sequences for In-Context Learning Xiang Gao Ankita Sinha Kamalika Das 62 1 0 11 Mar 2025
DAFE: LLM-Based Evaluation Through Dynamic Arbitration for Free-Form Question-Answering Sher Badshah Hassan Sajjad 60 1 0 11 Mar 2025
Identity Lock: Locking API Fine-tuned LLMs With Identity-based Wake Words Hongyu Su Yifeng Gao Yifan Ding Xingjun Ma 47 0 0 10 Mar 2025
LLMIdxAdvis: Resource-Efficient Index Advisor Utilizing Large Language Model Xinxin Zhao Haoyang Li J. Zhang Xinmei Huang Tieying Zhang Jianjun Chen Rui Shi C. Li Hong Chen 47 0 0 10 Mar 2025
Quantifying the Robustness of Retrieval-Augmented Language Models Against Spurious Features in Grounding Data Shiping Yang Jie Wu Wenbiao Ding Ning Wu Shining Liang Ming Gong Hengyuan Zhang Dongmei Zhang AAML 66 1 0 07 Mar 2025
Learning LLM Preference over Intra-Dialogue Pairs: A Framework for Utterance-level Understandings Xuanqing Liu Luyang Kong Wei Niu Afshin Khashei Belinda Zeng Steve Johnson Jon Jay Davor Golac Matt Pope 41 0 0 07 Mar 2025
Advancing Multimodal In-Context Learning in Large Vision-Language Models with Task-aware Demonstrations Yanshu Li 44 0 0 05 Mar 2025
Enhancing Autonomous Driving Safety with Collision Scenario Integration Zi Wang Shiyi Lan Xinglong Sun Nadine Chang Zhenxin Li Zhiding Yu Jose M. Alvarez 44 1 0 05 Mar 2025
Effectively Steer LLM To Follow Preference via Building Confident Directions Bingqing Song Boran Han Shuai Zhang Hao Wang Haoyang Fang Bonan Min Yuyang Wang Mingyi Hong LLMSV 54 0 0 04 Mar 2025
Towards Explainable Doctor Recommendation with Large Language Models Ziyang Zeng Dongyuan Li Yuqing Yang LM&MA AI4TS 63 0 0 04 Mar 2025
In-context Learning vs. Instruction Tuning: The Case of Small and Multilingual Language Models David Ponce Thierry Etchegoyhen 68 1 0 03 Mar 2025
Large Language Models as Attribution Regularizers for Efficient Model Training Davor Vukadin Marin Šilić Goran Delač 36 0 0 27 Feb 2025
Can LLMs Help Uncover Insights about LLMs? A Large-Scale, Evolving Literature Analysis of Frontier LLMs Jungsoo Park Junmo Kang Gabriel Stanovsky Alan Ritter 57 0 0 26 Feb 2025
FactFlow: Automatic Fact Sheet Generation and Customization from Tabular Dataset via AI Chain Design & Implementation Minh Duc Vu Jieshan Chen Zhenchang Xing Qinghua Lu Xiwei Xu Qian Fu 76 0 0 25 Feb 2025