Title
Self-Generated In-Context Examples Improve LLM Agents for Sequential Decision-Making Tasks Vishnu Sarukkai Zhiqiang Xie Kayvon Fatahalian LLMAG 75 0 0 01 May 2025
On the generalization of language models from in-context learning and finetuning: a controlled study Andrew Kyle Lampinen Arslan Chaudhry Stephanie Chan Cody Wild Diane Wan Alex Ku Jorg Bornschein Razvan Pascanu Murray Shanahan James L. McClelland 46 0 0 01 May 2025
Large (Vision) Language Models are Unsupervised In-Context Learners Artyom Gadetsky Andrei Atanov Yulun Jiang Zhitong Gao Ghazal Hosseini Mighan Amir Zamir Maria Brbić VLM MLLM LRM 69 0 0 03 Apr 2025
Factored Agents: Decoupling In-Context Learning and Memorization for Robust Tool Use Nicholas Roth Christopher Hidey Lucas Spangher William Arnold Chang Ye Nick Masiewicki Jinoo Baek Peter Grabowski Eugene Ie LLMAG 50 0 0 29 Mar 2025
Reading the unreadable: Creating a dataset of 19th century English newspapers using image-to-text language models Jonathan Bourne 77 0 0 24 Feb 2025
Vector-ICL: In-context Learning with Continuous Vector Representations Yufan Zhuang Chandan Singh Liyuan Liu Jingbo Shang Jianfeng Gao 52 3 0 21 Feb 2025
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Longxu Dou Qian Liu Fan Zhou Changyu Chen Zili Wang ... Tianyu Pang Chao Du Xinyi Wan Wei Lu Min Lin 106 1 0 18 Feb 2025
Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Nils Constantin Hellwig Jakob Fehle Udo Kruschwitz Christian Wolff AI4MH 46 0 0 18 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 57 1 0 17 Feb 2025
Has My System Prompt Been Used? Large Language Model Prompt Membership Inference Roman Levin Valeriia Cherepanova Abhimanyu Hans Avi Schwarzschild Tom Goldstein 152 1 0 14 Feb 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? Yutong Yin Zhaoran Wang LRM ReLM 143 0 0 27 Jan 2025
360Brew: A Decoder-only Foundation Model for Personalized Ranking and Recommendation Hamed Firooz Maziar Sanjabi Adrian Englhardt Aman Gupta Ben Levine ... Xiaoling Zhai Ya Xu Yu Wang Yun Dai Yun Dai ALM 42 3 0 27 Jan 2025
Episodic Memories Generation and Evaluation Benchmark for Large Language Models Alexis Huet Zied Ben-Houidi Dario Rossi LLMAG 56 0 0 21 Jan 2025
Better Prompt Compression Without Multi-Layer Perceptrons Edouardo Honig Andrew Lizarraga Zijun Zhang Ying Nian Wu MQ 149 1 0 12 Jan 2025
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 85 4 0 31 Dec 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 120 67 0 25 Nov 2024
Needle Threading: Can LLMs Follow Threads through Near-Million-Scale Haystacks? Jonathan Roberts Kai Han Samuel Albanie LLMAG 144 0 0 07 Nov 2024
N-Gram Induction Heads for In-Context RL: Improving Stability and Reducing Data Needs Ilya Zisman Alexander Nikulin Andrei Polubarov Nikita Lyubaykin Vladislav Kurenkov Andrei Polubarov Igor Kiselev Vladislav Kurenkov OffRL 50 1 0 04 Nov 2024
SQL Injection Jailbreak: A Structural Disaster of Large Language Models Jiawei Zhao Kejiang Chen Wenbo Zhang Nenghai Yu AAML 40 0 0 03 Nov 2024
What is Wrong with Perplexity for Long-context Language Modeling? Lizhe Fang Yifei Wang Zhaoyang Liu Chenheng Zhang Stefanie Jegelka Jinyang Gao Bolin Ding Yisen Wang 66 6 0 31 Oct 2024
Toward Understanding In-context vs. In-weight Learning Bryan Chan Xinyi Chen András Gyorgy Dale Schuurmans 72 4 0 30 Oct 2024
ELICIT: LLM Augmentation via External In-Context Capability Futing Wang Jianhao Yan Yue Zhang Tao Lin 41 0 0 12 Oct 2024
Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information Yongheng Zhang Qiguang Chen Jingxuan Zhou Peng Wang Jiasheng Si Jin Wang Wenpeng Lu Libo Qin LRM 49 3 0 06 Oct 2024
In-context Learning in Presence of Spurious Correlations Hrayr Harutyunyan R. Darbinyan Samvel Karapetyan Hrant Khachatrian LRM 48 1 0 04 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 44 35 0 23 Sep 2024
MILE: A Mutation Testing Framework of In-Context Learning Systems Zeming Wei Yihao Zhang Meng Sun 45 0 0 07 Sep 2024
CLOCR-C: Context Leveraging OCR Correction with Pre-trained Language Models Jonathan Bourne 54 4 0 30 Aug 2024
Reasoning in Large Language Models: A Geometric Perspective Romain Cosentino Sarath Shekkizhar LRM 44 2 0 02 Jul 2024
BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack Yuri Kuratov Aydar Bulatov Petr Anokhin Ivan Rodkin Dmitry Sorokin Artyom Sorokin Mikhail Burtsev RALM ALM LRM ReLM ELM 49 59 0 14 Jun 2024
State Soup: In-Context Skill Learning, Retrieval and Mixing Maciej Pióro Maciej Wołczyk Razvan Pascanu J. Oswald João Sacramento 32 1 0 12 Jun 2024
Is In-Context Learning Sufficient for Instruction Following in LLMs? Hao Zhao Maksym Andriushchenko Francesco Croce Nicolas Flammarion 67 11 0 30 May 2024
Layer-Condensed KV Cache for Efficient Inference of Large Language Models Haoyi Wu Kewei Tu MQ 46 17 0 17 May 2024
SegICL: A Multimodal In-context Learning Framework for Enhanced Segmentation in Medical Imaging Lingdong Shen Fangxin Shang Xiaoshuang Huang Yehui Yang Haifeng Huang Shiming Xiang VLM 37 3 0 25 Mar 2024
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 157 144 0 11 Dec 2023
Exploring The Landscape of Distributional Robustness for Question Answering Models Anas Awadalla Mitchell Wortsman Gabriel Ilharco Sewon Min Ian H. Magnusson Hannaneh Hajishirzi Ludwig Schmidt ELM OOD KELM 72 19 0 22 Oct 2022
Transformers generalize differently from information stored in context vs in weights Stephanie C. Y. Chan Ishita Dasgupta Junkyung Kim D. Kumaran Andrew Kyle Lampinen Felix Hill 106 45 0 11 Oct 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 367 8,495 0 28 Jan 2022
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,121 0 18 Apr 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 243 4,469 0 23 Jan 2020