Title
Spoken Language Understanding on Unseen Tasks With In-Context Learning Neeraj Agrawal Sriram Ganapathy 28 0 0 12 May 2025
AdaptMI: Adaptive Skill-based In-context Math Instruction for Small Language Models Yinghui He A. Panigrahi Yong Lin Sanjeev Arora 38 0 0 30 Apr 2025
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation Fulvio Sanguigni Davide Morelli Marcella Cornia Rita Cucchiara DiffM 40 0 0 18 Apr 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 51 0 0 27 Mar 2025
A Survey on Knowledge-Oriented Retrieval-Augmented Generation Mingyue Cheng Yucong Luo Jie Ouyang Qiang Liu Huijie Liu ... Bohou Zhang Jiawei Cao Jie Ma Daoyu Wang Enhong Chen 3DV 76 3 0 11 Mar 2025
SAFE: A Sparse Autoencoder-Based Framework for Robust Query Enrichment and Hallucination Mitigation in LLMs Samir Abdaljalil Filippo Pallucchini Andrea Seveso Hasan Kurban Fabio Mercorio Erchin Serpedin HILM 77 1 0 04 Mar 2025
Shakespearean Sparks: The Dance of Hallucination and Creativity in LLMs' Decoding Layers Zicong He Boxuan Zhang Lu Cheng 52 0 0 04 Mar 2025
Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning Yanfang Zhang Yiliu Sun Yibing Zhan Dapeng Tao Dacheng Tao Chen Gong LRM AI4CE LLMAG 102 2 0 28 Jan 2025
Enhancing Security Control Production With Generative AI Chen Ling Mina Ghashami Vianne Gao Ali Torkamani Ruslan Vaulin ... Farhan Diwan Malini SS Mingrui Cheng Shreya Tarur Kumar Felix Candelario 38 0 0 06 Nov 2024
Comparative Analysis of Demonstration Selection Algorithms for LLM In-Context Learning Dong Shu Mengnan Du 42 0 0 30 Oct 2024
Mask-based Membership Inference Attacks for Retrieval-Augmented Generation Mingrui Liu Sixiao Zhang Cheng Long AAML 65 2 0 26 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 42 0 0 15 Oct 2024
DemoShapley: Valuation of Demonstrations for In-Context Learning Shan Xie Man Luo Chadly Daniel Stern Mengnan Du Lu Cheng 41 1 0 10 Oct 2024
Mitigating Training Imbalance in LLM Fine-Tuning via Selective Parameter Merging Yiming Ju Ziyi Ni Xingrun Xing Zhixiong Zeng hanyu Zhao Siqi Fan Zheng Zhang MoMe 39 2 0 01 Oct 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 206 1 0 20 Sep 2024
Inference is All You Need: Self Example Retriever for Cross-domain Dialogue State Tracking with ChatGPT Jihyun Lee Gary Geunbae Lee LRM 49 0 0 10 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 23 0 10 Sep 2024
MessIRve: A Large-Scale Spanish Information Retrieval Dataset Francisco Valentini Viviana Cotik D. Furman Ivan Bercovich Edgar Altszyler Juan Manuel Pérez 53 1 0 09 Sep 2024
Towards Reliable Medical Question Answering: Techniques and Challenges in Mitigating Hallucinations in Language Models Duy Khoa Pham Bao Quoc Vo LM&MA HILM 31 4 0 25 Aug 2024
VRSD: Rethinking Similarity and Diversity for Retrieval in Large Language Models Hang Gao Yongfeng Zhang 43 2 0 05 Jul 2024
Autonomous Prompt Engineering in Large Language Models Daan Kepel Konstantina Valogianni LLMAG 48 7 0 25 Jun 2024
DemoRank: Selecting Effective Demonstrations for Large Language Models in Ranking Task Wenhan Liu Yutao Zhu Zhicheng Dou ALM RALM 47 9 0 24 Jun 2024
Mitigating Large Language Model Hallucination with Faithful Finetuning Minda Hu Bowei He Yufei Wang Liangyou Li Chen Ma Irwin King HILM 46 7 0 17 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 46 5 0 11 Jun 2024
Attend and Enrich: Enhanced Visual Prompt for Zero-Shot Learning Man Liu H. Bai Feng Li Chunjie Zhang Yunchao Wei Meng Wang Tat-Seng Chua VLM 51 0 0 05 Jun 2024
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation Kun Zhu Xiaocheng Feng Xiyuan Du Yuxuan Gu Weijiang Yu Haotian Wang Qianglong Chen Zheng Chu Jingchang Chen Bing Qin 51 5 0 03 Jun 2024
M-RAG: Reinforcing Large Language Model Performance through Retrieval-Augmented Generation with Multiple Partitions Zheng Wang Shu Xian Teo Jieer Ouyang Yongjun Xu Wei Shi RALM VLM 27 13 0 26 May 2024
Evolutionary Large Language Model for Automated Feature Transformation Nanxu Gong Chandan K. Reddy Wangyang Ying Yanjie Fu 39 7 0 25 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 40 192 0 10 May 2024
XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples Peiqin Lin André F. T. Martins Hinrich Schütze RALM 50 2 0 08 May 2024
R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models Taolin Zhang Dongyang Li Qizhou Chen Chengyu Wang Longtao Huang Hui Xue Xiaofeng He Junyuan Huang RALM KELM 58 0 0 04 May 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 66 46 0 17 Apr 2024
FACTOID: FACtual enTailment fOr hallucInation Detection Vipula Rawte S. M. Towhidul Krishnav Rajbangshi Shravani Nag Aman Chadha Amit P. Sheth Amitava Das HILM 45 3 0 28 Mar 2024
$Se^2$ : Sequential Example Selection for In-Context Learning Haoyu Liu Jianfeng Liu Shaohan Huang Yuefeng Zhan Hao Sun Weiwei Deng Furu Wei Qi Zhang 38 3 0 21 Feb 2024
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts Yusu Qian Haotian Zhang Yinfei Yang Zhe Gan 93 26 0 20 Feb 2024
VisLingInstruct: Elevating Zero-Shot Learning in Multi-Modal Language Models with Autonomous Instruction Optimization Dongsheng Zhu Xunzhu Tang Weidong Han Jinghui Lu Yukun Zhao Guoliang Xing Junfeng Wang Dawei Yin VLM MLLM 60 7 0 12 Feb 2024
EntGPT: Entity Linking with Generative Large Language Models Yifan Ding Amrit Poudel Qingkai Zeng Tim Weninger Balaji Veeramani Sanmitra Bhattacharya ReLM KELM LRM 46 4 0 09 Feb 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Bo-wen Li 79 20 0 05 Feb 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 34 55 0 21 Jan 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 43 184 0 02 Jan 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 64 1,552 1 18 Dec 2023
LM-Cocktail: Resilient Tuning of Language Models via Model Merging Shitao Xiao Zheng Liu Peitian Zhang Xingrun Xing MoMe KELM 97 24 0 22 Nov 2023
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label Classification Yaxin Zhu Hamed Zamani 46 3 0 16 Nov 2023
Adapting Large Language Models via Reading Comprehension Daixuan Cheng Shaohan Huang Furu Wei CLL SyDa AI4CE 32 34 0 18 Sep 2023
Ambiguity-Aware In-Context Learning with Large Language Models Lingyu Gao Aditi Chaudhary Krishna Srinivasan Kazuma Hashimoto K. Raman Michael Bendersky 21 7 0 14 Sep 2023
Can Large Language Models Discern Evidence for Scientific Hypotheses? Case Studies in the Social Sciences S. Koneru Jian Wu Sarah Rajtmajer 29 9 0 07 Sep 2023
Learning to Retrieve In-Context Examples for Large Language Models Liang Wang Nan Yang Furu Wei RALM 44 37 0 14 Jul 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 26 48 0 23 May 2023
CombLM: Adapting Black-Box Language Models through Small Fine-Tuned Models Aitor Ormazabal Mikel Artetxe Eneko Agirre 37 19 0 23 May 2023
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 416 8,650 0 28 Jan 2022