Title
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 30 32 0 13 Oct 2023
MemGPT: Towards LLMs as Operating Systems Charles Packer Sarah Wooders Kevin Lin Vivian Fang Shishir G. Patil Ion Stoica Joseph E. Gonzalez RALM 29 126 0 12 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Boxin Wang Wei Ping Lawrence C. McAfee Peng-Tao Xu Bo Li M. Shoeybi Bryan Catanzaro RALM 16 45 0 11 Oct 2023
Goodtriever: Adaptive Toxicity Mitigation with Retrieval-augmented Models Luiza Amador Pozzobon B. Ermiş Patrick Lewis Sara Hooker 28 20 0 11 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng-Wei Zhang Yue Zhang HILM KELM 51 182 0 11 Oct 2023
How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zihan Zhang Meng Fang Lingxi Chen Mohammad-Reza Namazi-Rad Jun Wang KELM 19 21 0 11 Oct 2023
CacheGen: KV Cache Compression and Streaming for Fast Language Model Serving Yuhan Liu Hanchen Li Yihua Cheng Siddhant Ray Yuyang Huang ... Ganesh Ananthanarayanan Michael Maire Henry Hoffmann Ari Holtzman Junchen Jiang 50 41 0 11 Oct 2023
Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding Kexun Zhang Hongqiao Chen Lei Li W. Wang 45 4 0 10 Oct 2023
Text Embeddings Reveal (Almost) As Much As Text John X. Morris Volodymyr Kuleshov Vitaly Shmatikov Alexander M. Rush RALM 26 94 0 10 Oct 2023
SALMON: Self-Alignment with Instructable Reward Models Zhiqing Sun Yikang Shen Hongxin Zhang Qinhong Zhou Zhenfang Chen David D. Cox Yiming Yang Chuang Gan ALM SyDa 27 35 0 09 Oct 2023
What do larger image classifiers memorise? Michal Lukasik Vaishnavh Nagarajan A. S. Rawat A. Menon Sanjiv Kumar 30 5 0 09 Oct 2023
Toolink: Linking Toolkit Creation and Using through Chain-of-Solving on Open-Source Model Cheng Qian Chenyan Xiong Zhenghao Liu Zhiyuan Liu LRM 29 12 0 08 Oct 2023
Self-Knowledge Guided Retrieval Augmentation for Large Language Models Yile Wang Peng Li Maosong Sun Yang Liu RALM KELM 29 42 0 08 Oct 2023
Prompt-augmented Temporal Point Process for Streaming Event Sequence Siqiao Xue Yan Wang Zhixuan Chu X. Shi Caigao Jiang Hongyan Hao Gangwei Jiang Xiaoyun Feng James Y. Zhang Junqing Zhou AI4TS 24 23 0 08 Oct 2023
The Cost of Down-Scaling Language Models: Fact Recall Deteriorates before In-Context Learning Tian Jin Nolan Clement Xin Dong Vaishnavh Nagarajan Michael Carbin Jonathan Ragan-Kelley Gintare Karolina Dziugaite LRM 46 5 0 07 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 27 143 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 48 24 0 06 Oct 2023
Reformulating Domain Adaptation of Large Language Models as Adapt-Retrieve-Revise Zhen Wan Yating Zhang Yexiang Wang Fei Cheng Sadao Kurohashi CLL AILaw 26 10 0 05 Oct 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 22 186 0 05 Oct 2023
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference Zachary Levonian Chenglu Li Wangda Zhu Anoushka Gade Owen Henkel Millie-Ellen Postle Wanli Xing AI4Ed RALM 13 32 0 04 Oct 2023
Retrieval meets Long Context Large Language Models Peng-Tao Xu Wei Ping Xianchao Wu Lawrence C. McAfee Chen Zhu Zihan Liu Sandeep Subramanian Evelina Bakhturina M. Shoeybi Bryan Catanzaro RALM LRM 14 79 0 04 Oct 2023
RA-DIT: Retrieval-Augmented Dual Instruction Tuning Xi Victoria Lin Xilun Chen Mingda Chen Weijia Shi Maria Lomeli ... Jacob Kahn Gergely Szilvasy Mike Lewis Luke Zettlemoyer Scott Yih RALM 39 129 0 02 Oct 2023
BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models Qingqing Cao Sewon Min Yizhong Wang Hannaneh Hajishirzi MQ RALM 28 4 0 02 Oct 2023
Quantifying the Plausibility of Context Reliance in Neural Machine Translation Gabriele Sarti Grzegorz Chrupala Malvina Nissim Arianna Bisazza 29 5 0 02 Oct 2023
Resolving Knowledge Conflicts in Large Language Models Yike Wang Shangbin Feng Heng Wang Weijia Shi Vidhisha Balachandran Tianxing He Yulia Tsvetkov 48 12 0 02 Oct 2023
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Minlie Huang Nan Duan Weizhu Chen LRM AI4CE LLMAG 36 142 0 29 Sep 2023
Augmenting LLMs with Knowledge: A survey on hallucination prevention Shaocong Long Lizhuang Ma KELM RALM HILM 14 17 0 28 Sep 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 89 176 0 26 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 37 76 0 13 Sep 2023
Retrieval-Augmented Meta Learning for Low-Resource Text Classification Rongsheng Li Y. Li Yinghui Li Chaiyut Luoyiching Hai-Tao Zheng Nannan Zhou Hanjing Su RALM 13 2 0 10 Sep 2023
Unsupervised Chunking with Hierarchical RNN Zijun Wu Anup Anand Deshmukh Yongkang Wu Jimmy Lin Lili Mou 23 3 0 10 Sep 2023
Towards Reliable and Fluent Large Language Models: Incorporating Feedback Learning Loops in QA Systems Dongyub Lee Taesun Whang Chanhee Lee Heuiseok Lim KELM 11 9 0 08 Sep 2023
DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models Yung-Sung Chuang Yujia Xie Hongyin Luo Yoon Kim James R. Glass Pengcheng He HILM 20 147 0 07 Sep 2023
Knowledge Solver: Teaching LLMs to Search for Domain Knowledge from Knowledge Graphs Chao Feng Xinyu Zhang Zichu Fei KELM 25 44 0 06 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas L. Griffiths LLMAG LM&Ro 40 151 0 05 Sep 2023
NICE: CVPR 2023 Challenge on Zero-shot Image Captioning Taehoon Kim Pyunghwan Ahn Sangyun Kim Sihaeng Lee Mark A Marsden ... Yujin Wang Yimu Wang Tiancheng Gu Xingchang Lv Mingmao Sun VLM 17 4 0 05 Sep 2023
Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering Yubo Wang Xueguang Ma Wenhu Chen LM&MA AI4MH 40 8 0 05 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 13 256 0 04 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 41 519 0 03 Sep 2023
RenAIssance: A Survey into AI Text-to-Image Generation in the Era of Large Model Fengxiang Bie Yibo Yang Zhongzhu Zhou Adam Ghanem Minjia Zhang ... Pareesa Ameneh Golnari David A. Clifton Yuxiong He Dacheng Tao S. Song EGVM 25 18 0 02 Sep 2023
LM-Infinite: Zero-Shot Extreme Length Generalization for Large Language Models Chi Han Qifan Wang Hao Peng Wenhan Xiong Yu Chen Heng Ji Sinong Wang 42 47 0 30 Aug 2023
Optimizing Factual Accuracy in Text Generation through Dynamic Knowledge Selection Hongjin Qian Zhicheng Dou Jiejun Tan Haonan Chen Haoqi Gu Ruofei Lai Xinyu Zhang Zhao Cao Ji-Rong Wen 27 2 0 30 Aug 2023
MEMORY-VQ: Compression for Tractable Internet-Scale Memory Yury Zemlyanskiy Michiel de Jong Luke Vilnis Santiago Ontañón William W. Cohen Sumit Sanghai Joshua Ainslie RALM MQ 33 0 0 28 Aug 2023
LongBench: A Bilingual, Multitask Benchmark for Long Context Understanding Yushi Bai Xin Lv Jiajie Zhang Hong Lyu Jiankai Tang ... Aohan Zeng Lei Hou Yuxiao Dong Jie Tang Juanzi Li LLMAG RALM 26 492 0 28 Aug 2023
Spoken Language Intelligence of Large Language Models for Language Learning Linkai Peng Baorian Nuchged Yingming Gao ELM 57 4 0 28 Aug 2023
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact Xin Luna Dong 27 23 0 27 Aug 2023
Learning to Intervene on Concept Bottlenecks David Steinmann Wolfgang Stammer Felix Friedrich Kristian Kersting 17 19 0 25 Aug 2023
Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs Ye Liu Semih Yavuz Rui Meng Meghana Moorthy Shafiq R. Joty Caiming Xiong Yingbo Zhou RALM 28 1 0 24 Aug 2023
Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs Ziyi Tang Ruilin Wang Weixing Chen Keze Wang Y. Liu Tianshui Chen Liang Lin Tianshui Chen Liang Lin LRM 21 0 0 23 Aug 2023
Exploring the Effectiveness of GPT Models in Test-Taking: A Case Study of the Driver's License Knowledge Test Saba Rahimi T. Balch Manuela Veloso ELM 21 1 0 22 Aug 2023