Title
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation Shuting Wang Xin Yu Mang Wang Weipeng Chen Yutao Zhu Zhicheng Dou RALM 32 7 0 18 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 31 18 0 18 Jun 2024
SampleAttention: Near-Lossless Acceleration of Long Context LLM Inference with Adaptive Structured Sparse Attention Qianchao Zhu Jiangfei Duan Chang Chen Siran Liu Xiuhong Li ... Huanqi Cao Xiao Chuanfu Xingcheng Zhang Dahua Lin Chao Yang 30 15 0 17 Jun 2024
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy Hengran Zhang Keping Bi Jiafeng Guo Xueqi Cheng 34 1 0 17 Jun 2024
What Kinds of Tokens Benefit from Distant Text? An Analysis on Long Context Language Modeling Yutong Hu Quzhe Huang Kangcheng Luo Yansong Feng 48 1 0 17 Jun 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 44 58 0 14 Jun 2024
Action2Sound: Ambient-Aware Generation of Action Sounds from Egocentric Videos Changan Chen Puyuan Peng Ami Baid Zihui Xue Wei-Ning Hsu David F. Harwath Kristen Grauman VGen 39 7 0 13 Jun 2024
Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling Zile Qiao Wei Ye Yong Jiang Tong Mo Pengjun Xie Weiping Li Fei Huang Shikun Zhang KELM 25 4 0 12 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 32 2 0 10 Jun 2024
Should We Fine-Tune or RAG? Evaluating Different Techniques to Adapt LLMs for Dialogue Simone Alghisi Massimo Rizzoli Gabriel Roccabruna Seyed Mahed Mousavi Giuseppe Riccardi OffRL 36 8 0 10 Jun 2024
Retrieval & Fine-Tuning for In-Context Tabular Models Valentin Thomas Junwei Ma Rasa Hosseinzadeh Keyvan Golestan Guangwei Yu M. Volkovs Anthony L. Caterini 39 9 0 07 Jun 2024
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval Junjie Zhou Zheng Liu Shitao Xiao Bo Zhao Yongping Xiong 43 21 0 06 Jun 2024
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models Ling Yang Zhaochen Yu Tianjun Zhang Shiyi Cao Minkai Xu Wentao Zhang Joseph E. Gonzalez Bin Cui LLMAG LM&Ro LRM KELM 36 34 0 06 Jun 2024
XL-HeadTags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tags Faisal Tareque Shohan Mir Tafseer Nayeem Samsul Islam Abu Ubaida Akash Shafiq R. Joty 34 2 0 06 Jun 2024
Measuring Retrieval Complexity in Question Answering Systems Matteo Gabburo Nicolaas Paul Jedema Siddhant Garg Leonardo F. R. Ribeiro Alessandro Moschitti 39 0 0 05 Jun 2024
The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding K. Enevoldsen Márton Kardos Niklas Muennighoff Kristoffer Laigaard Nielbo 31 9 0 04 Jun 2024
ACCORD: Closing the Commonsense Measurability Gap François Roewer-Després Jinyue Feng Zining Zhu Frank Rudzicz LRM 40 0 0 04 Jun 2024
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs Zixuan Dong Baoyun Peng Yufei Wang Jia Fu Xiaodong Wang Yongxue Shan Xin Zhou 42 1 0 03 Jun 2024
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning Cheng Tan Jingxuan Wei Linzhuang Sun Zhangyang Gao Siyuan Li Bihui Yu Ruifeng Guo Stan Z. Li ReLM LRM 3DV 64 6 0 31 May 2024
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models Yutao Zhu Zhaoheng Huang Zhicheng Dou Ji-Rong Wen RALM 56 5 0 30 May 2024
Toward Conversational Agents with Context and Time Sensitive Long-term Memory Nick Alonso Tomás Figliolia A. Ndirango Beren Millidge RALM 3DV 48 3 0 29 May 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models Hao Zhang Yuyang Zhang Xiaoguang Li Wenxuan Shi Haonan Xu ... Yasheng Wang Lifeng Shang Qun Liu Yong-jin Liu Ruiming Tang KELM 33 4 0 29 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control Huanshuo Liu Hao Zhang Zhijiang Guo Kuicai Dong Xiangyang Li Yi Quan Lee Cong Zhang Yong-jin Liu 3DV 33 1 0 29 May 2024
Nearest Neighbor Speculative Decoding for LLM Generation and Attribution Minghan Li Xilun Chen Ari Holtzman Beidi Chen Jimmy Lin Wen-tau Yih Xi Victoria Lin RALM BDL 108 10 0 29 May 2024
Automatically Generating Numerous Context-Driven SFT Data for LLMs across Diverse Granularity Shanghaoran Quan 35 3 0 26 May 2024
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection Yun Zhu Jia-Chen Gu Caitlin Sikora Ho Ko Yinxiao Liu ... Lei Shu Liangchen Luo Lei Meng Bang Liu Jindong Chen RALM 22 14 0 25 May 2024
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization Boshi Wang Xiang Yue Yu-Chuan Su Huan Sun LRM 29 41 0 23 May 2024
Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation Gauthier Guinet Behrooz Omidvar-Tehrani Anoop Deoras Laurent Callot RALM 65 17 0 22 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research Jiajie Jin Yutao Zhu Xinyu Yang Chenghao Zhang Zhicheng Dou Chenghao Zhang Tong Zhao Zhao Yang Zhicheng Dou Ji-Rong Wen VLM 73 46 0 22 May 2024
Towards Retrieval-Augmented Architectures for Image Captioning Sara Sarto Marcella Cornia Lorenzo Baraldi Alessandro Nicolosi Rita Cucchiara VLM 19 9 0 21 May 2024
Reducing Transformer Key-Value Cache Size with Cross-Layer Attention William Brandon Mayank Mishra Aniruddha Nrusimha Rameswar Panda Jonathan Ragan-Kelley MQ 42 39 0 21 May 2024
Information Leakage from Embedding in Large Language Models Zhipeng Wan Anda Cheng Yinggui Wang Lei Wang PILM 38 2 0 20 May 2024
PyZoBot: A Platform for Conversational Information Extraction and Synthesis from Curated Zotero Reference Libraries through Advanced Retrieval-Augmented Generation S. Alshammari Lama Basalelah Walaa Abu Rukbah Ali Alsuhibani D. Wijesinghe 20 0 0 13 May 2024
DuetRAG: Collaborative Retrieval-Augmented Generation Dian Jiao Li Cai Jingsheng Huang Wenqiao Zhang Siliang Tang Yueting Zhuang 22 0 0 12 May 2024
Large Language Models for Education: A Survey Hanyi Xu Wensheng Gan Zhenlian Qi Jiayang Wu Philip S. Yu AI4Ed ELM 54 14 0 12 May 2024
AIOS Compiler: LLM as Interpreter for Natural Language Programming and Flow Programming of AI Agents Shuyuan Xu Zelong Li Kai Mei Yongfeng Zhang 36 3 0 11 May 2024
Redefining Information Retrieval of Structured Database via Large Language Models Mingzhu Wang Yuzhe Zhang Qihang Zhao Juanyi Yang Hong Zhang RALM KELM 27 0 0 09 May 2024
FlashBack:Efficient Retrieval-Augmented Language Modeling for Long Context Inference Runheng Liu Xingchen Xiao Heyan Huang Zewen Chi Zhijing Wu RALM KELM 23 0 0 07 May 2024
BiomedRAG: A Retrieval Augmented Large Language Model for Biomedicine Mingchen Li H. Kilicoglu Hualei Xu Rui Zhang LM&MA RALM 32 13 0 01 May 2024
When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively Tiziano Labruna Jon Ander Campos Gorka Azkune 18 9 0 30 Apr 2024
HELPER-X: A Unified Instructable Embodied Agent to Tackle Four Interactive Vision-Language Domains with Memory-Augmented Language Models Gabriel H. Sarch Sahil Somani Raghav Kapoor Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 29 3 0 29 Apr 2024
From Persona to Personalization: A Survey on Role-Playing Language Agents Jiangjie Chen Xintao Wang Rui Xu Siyu Yuan Yikai Zhang ... Caiyu Hu Siye Wu Scott Ren Ziquan Fu Yanghua Xiao 50 76 0 28 Apr 2024
Studying Large Language Model Behaviors Under Realistic Knowledge Conflicts Evgenii Kortukov Alexander Rubinstein Elisa Nguyen Seong Joon Oh RALM 431 3 2 24 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 26 23 0 23 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 67 46 0 23 Apr 2024
RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation Chao Jin Zili Zhang Xuanlin Jiang Fangyue Liu Xin Liu Xuanzhe Liu Xin Jin 37 36 0 18 Apr 2024
A Survey on Retrieval-Augmented Text Generation for Large Language Models Yizheng Huang Jimmy X. Huang 3DV RALM 58 44 0 17 Apr 2024
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMs Jaehyung Kim Jaehyun Nam Sangwoo Mo Jongjin Park Sang-Woo Lee Minjoon Seo Jung-Woo Ha Jinwoo Shin AIFin RALM ELM 40 34 0 17 Apr 2024
Vocabulary-free Image Classification and Semantic Segmentation Alessandro Conti Enrico Fini Massimiliano Mancini Paolo Rota Yiming Wang Elisa Ricci VLM 38 2 0 16 Apr 2024
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering Yuqi Wang Boran Jiang Yi Luo Dawei He Peng Cheng Liangcai Gao LRM 22 1 0 16 Apr 2024