Title
Locally Differentially Private In-Context Learning Chunyan Zheng Keke Sun Wenhao Zhao Haibo Zhou Lixin Jiang Shaoyang Song Chunlai Zhou 42 2 0 07 May 2024
Beyond Performance: Quantifying and Mitigating Label Bias in LLMs Philipp Benz Maitreya Patel 126 10 0 04 May 2024
What Makes Multimodal In-Context Learning Work? Folco Bertini Baldassini Mustafa Shukor Matthieu Cord Laure Soulier Benjamin Piwowarski 40 18 0 24 Apr 2024
SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models Bo Lin Yingjing Xu Xuanwen Bao Zhou Zhao Zuyong Zhang Zhouyang Wang 59 2 0 23 Apr 2024
LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency Zhaodonghui Li Haitao Yuan Huiming Wang Gao Cong Lidong Bing 24 5 0 19 Apr 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 37 3 0 19 Apr 2024
Look Before You Decide: Prompting Active Deduction of MLLMs for Assumptive Reasoning Yian Li Wentao Tian Yang Jiao Jingjing Chen Yueping Jiang Bin Zhu Na Zhao Yu-Gang Jiang LRM 43 9 0 19 Apr 2024
Stance Detection on Social Media with Fine-Tuned Large Language Models Ilker Gül R. Lebret Karl Aberer 21 7 0 18 Apr 2024
Many-Shot In-Context Learning Rishabh Agarwal Avi Singh Lei M. Zhang Bernd Bohnet Luis Rosias ... John D. Co-Reyes Eric Chu Feryal M. P. Behbahani Aleksandra Faust Hugo Larochelle ReLM OffRL BDL 63 96 0 17 Apr 2024
Fewer Truncations Improve Language Modeling Hantian Ding Zijian Wang Giovanni Paolini Varun Kumar Anoop Deoras Dan Roth Stefano Soatto 61 13 0 16 Apr 2024
Unveiling the Misuse Potential of Base Large Language Models via In-Context Learning Xiao Wang Tianze Chen Xianjun Yang Qi Zhang Xun Zhao Dahua Lin ELM 46 7 0 16 Apr 2024
From Words to Numbers: Your Large Language Model Is Secretly A Capable Regressor When Given In-Context Examples Robert Vacareanu Vlad-Andrei Negru Vasile Suciu Mihai Surdeanu 31 28 0 11 Apr 2024
Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Sebastian Bordt Harsha Nori Vanessa Rodrigues Besmira Nushi Rich Caruana 38 12 0 09 Apr 2024
How does Multi-Task Training Affect Transformer In-Context Capabilities? Investigations with Function Classes Harmon Bhasin Timothy Ossowski Yiqiao Zhong Junjie Hu 22 0 0 04 Apr 2024
Towards detecting unanticipated bias in Large Language Models Anna Kruspe 33 3 0 03 Apr 2024
Deconstructing In-Context Learning: Understanding Prompts via Corruption Namrata Shivagunde Vladislav Lialin Sherin Muckatira Anna Rumshisky 38 2 0 02 Apr 2024
PREGO: online mistake detection in PRocedural EGOcentric videos Alessandro Flaborea Guido Maria DÁmely di Melendugno Leonardo Plini Luca Scofano Edoardo De Matteis Antonino Furnari G. Farinella Fabio Galasso EgoV 56 11 0 02 Apr 2024
Survey on Large Language Model-Enhanced Reinforcement Learning: Concept, Taxonomy, and Methods Yuji Cao Huan Zhao Yuheng Cheng Ting Shu Guolong Liu Gaoqi Liang Junhua Zhao Yun Li LLMAG KELM OffRL LM&Ro 35 50 0 30 Mar 2024
Improving Text-to-Image Consistency via Automatic Prompt Optimization Oscar Manas Pietro Astolfi Melissa Hall Candace Ross Jack Urbanek Adina Williams Aishwarya Agrawal Adriana Romero Soriano M. Drozdzal 36 27 0 26 Mar 2024
Automate Knowledge Concept Tagging on Math Questions with LLMs Hang Li Tianlong Xu Jiliang Tang Qingsong Wen 40 3 0 26 Mar 2024
The Strong Pull of Prior Knowledge in Large Language Models and Its Impact on Emotion Recognition Georgios Chochlakis Alexandros Potamianos Kristina Lerman Shrikanth Narayanan 37 5 0 25 Mar 2024
IllusionVQA: A Challenging Optical Illusion Dataset for Vision Language Models Haz Sameen Shahgir Khondker Salman Sayeed Abhik Bhattacharjee Wasi Uddin Ahmad Yue Dong Rifat Shahriyar VLM MLLM 45 10 0 23 Mar 2024
Characteristic AI Agents via Large Language Models Xi Wang Hongliang Dai Shen Gao Piji Li 48 3 0 19 Mar 2024
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases Jiarui Li Ye Yuan Zehua Zhang RALM 20 45 0 15 Mar 2024
The Whole is Better than the Sum: Using Aggregated Demonstrations in In-Context Learning for Sequential Recommendation Lei Wang Ee-Peng Lim RALM 27 5 0 15 Mar 2024
Rectifying Demonstration Shortcut in In-Context Learning Joonwon Jang Sanghwan Jang Wonbin Kweon Minjin Jeon Hwanjo Yu 37 1 0 14 Mar 2024
Materials science in the era of large language models: a perspective Ge Lei Ronan Docherty Samuel J. Cooper 45 18 0 11 Mar 2024
DRAK: Unlocking Molecular Insights with Domain-Specific Retrieval-Augmented Knowledge in LLMs Jinzhe Liu Xiangsheng Huang Zhuo Chen Yin Fang 52 3 0 04 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access Jiayuan Su Jing Luo Hongwei Wang Lu Cheng 79 16 0 02 Mar 2024
tinyBenchmarks: evaluating LLMs with fewer examples Felipe Maia Polo Lucas Weber Leshem Choshen Yuekai Sun Gongjun Xu Mikhail Yurochkin ELM 26 77 0 22 Feb 2024
Linear Transformers are Versatile In-Context Learners Max Vladymyrov J. Oswald Mark Sandler Rong Ge 34 13 0 21 Feb 2024
Learning to Poison Large Language Models During Instruction Tuning Yao Qiang Xiangyu Zhou Saleh Zare Zade Mohammad Amin Roshani Douglas Zytko Dongxiao Zhu AAML SILM 40 20 0 21 Feb 2024
The Impact of Demonstrations on Multilingual In-Context Learning: A Multidimensional Analysis Miaoran Zhang Vagrant Gautam Mingyang Wang Jesujoba Oluwadara Alabi Xiaoyu Shen Dietrich Klakow Marius Mosbach 47 8 0 20 Feb 2024
Language Models Don't Learn the Physical Manifestation of Language Bruce W. Lee Jaehyuk Lim LRM 40 3 0 17 Feb 2024
MoRAL: MoE Augmented LoRA for LLMs' Lifelong Learning Shu Yang Muhammad Asif Ali Cheng-Long Wang Lijie Hu Di Wang CLL MoE 37 38 0 17 Feb 2024
Understanding In-Context Learning with a Pelican Soup Framework Ting-Rui Chiang Dani Yogatama 16 1 0 16 Feb 2024
A Trembling House of Cards? Mapping Adversarial Attacks against Language Agents Lingbo Mo Zeyi Liao Boyuan Zheng Yu-Chuan Su Chaowei Xiao Huan Sun AAML LLMAG 49 15 0 15 Feb 2024
Universal Link Predictor By In-Context Learning on Graphs Kaiwen Dong Haitao Mao Zhichun Guo Nitesh V. Chawla 25 4 0 12 Feb 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 22 5 0 09 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 33 23 0 08 Feb 2024
In-context learning agents are asymmetric belief updaters Johannes A. Schubert A. Jagadish Marcel Binz Eric Schulz LLMAG 15 9 0 06 Feb 2024
Large Language Models to Enhance Bayesian Optimization Tennison Liu Nicolás Astorga Nabeel Seedat M. Schaar 66 46 0 06 Feb 2024
The Matrix: A Bayesian learning model for LLMs Siddhartha Dalal Vishal Misra 23 1 0 05 Feb 2024
How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning Zeping Yu Sophia Ananiadou 48 7 0 05 Feb 2024
When Benchmarks are Targets: Revealing the Sensitivity of Large Language Model Leaderboards Norah A. Alzahrani H. A. Alyahya Sultan Yazeed Alnumay Muhtasim Tahmid Shaykhah Alsubaie ... Saleh Soltan Nathan Scales Marie-Anne Lachaux Samuel R. Bowman Haidar Khan ELM 17 69 0 01 Feb 2024
Rethinking Interpretability in the Era of Large Language Models Chandan Singh J. Inala Michel Galley Rich Caruana Jianfeng Gao LRM AI4CE 77 62 0 30 Jan 2024
ToPro: Token-Level Prompt Decomposition for Cross-Lingual Sequence Labeling Tasks Bolei Ma Ercong Nie Shuzhou Yuan Helmut Schmid Michael Farber Frauke Kreuter Hinrich Schütze VLM 100 5 0 29 Jan 2024
An Information-Theoretic Analysis of In-Context Learning Hong Jun Jeon Jason D. Lee Qi Lei Benjamin Van Roy 27 18 0 28 Jan 2024
In-Context Language Learning: Architectures and Algorithms Ekin Akyürek Bailin Wang Yoon Kim Jacob Andreas LRM ReLM 45 42 0 23 Jan 2024
An Empirical Study of In-context Learning in LLMs for Machine Translation Pranjal A. Chitale Jay Gala Raj Dabre LRM 31 5 0 22 Jan 2024