Title
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 85 33 0 11 Jul 2024
Applicability of Large Language Models and Generative Models for Legal Case Judgement Summarization Aniket Deroy Kripabandhu Ghosh Saptarshi Ghosh ELM AILaw 53 16 0 06 Jul 2024
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards Zhimin Zhao A. A. Bangash F. Côgo Bram Adams Ahmed E. Hassan 64 1 0 04 Jul 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 73 5 0 29 Jun 2024
We Have a Package for You! A Comprehensive Analysis of Package Hallucinations by Code Generating LLMs Joseph Spracklen Raveen Wijewickrama A. H. M. N. Sakib Anindya Maiti Murtuza Jadliwala Murtuza Jadliwala 48 10 0 12 Jun 2024
REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropy Haw-Shiuan Chang Nanyun Peng Mohit Bansal Anil Ramakrishna Tagyoung Chung HILM 42 2 0 11 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 77 5 0 11 Jun 2024
3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination Jianing Yang Xuweiyi Chen Nikhil Madaan Madhavan Iyengar Shengyi Qian David Fouhey Joyce Chai 3DV 78 11 0 07 Jun 2024
The Challenges of Evaluating LLM Applications: An Analysis of Automated, Human, and LLM-Based Approaches Bhashithe Abeysinghe Ruhan Circi ELM 38 22 0 05 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs Zijian Li Qingyan Guo Jiawei Shao Lei Song Jiang Bian Jun Zhang Rui Wang RALM 34 11 0 03 Jun 2024
Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners Zhi Zheng Qian Feng Hang Li Alois C. Knoll Jianxiang Feng 54 6 0 01 Jun 2024
LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics Niki van Stein Thomas Bäck 41 13 0 30 May 2024
Perturbation-Restrained Sequential Model Editing Junjie Ma Hong Wang Haoyang Xu Zhen-Hua Ling Jia-Chen Gu KELM 68 8 0 27 May 2024
Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts Baolong Bi Shenghua Liu Lingrui Mei Yiwei Wang Pengliang Ji Xueqi Cheng KELM 49 27 0 19 May 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 40 18 0 16 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 62 83 0 13 May 2024
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought Zhuoxuan Jiang Haoyuan Peng Shanshan Feng Fan Li Dongsheng Li LRM KELM 46 12 0 09 May 2024
A Framework for Real-time Safeguarding the Text Generation of Large Language Model Ximing Dong Dayi Lin Shaowei Wang Ahmed E. Hassan 41 1 0 29 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 84 46 0 23 Apr 2024
Behavior Trees Enable Structured Programming of Language Model Agents Richard Kelley AI4CE LM&Ro LLMAG 40 0 0 11 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 47 12 0 06 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 42 2 0 04 Apr 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 43 0 0 29 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 50 66 0 27 Feb 2024
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 32 24 0 22 Feb 2024
MONAL: Model Autophagy Analysis for Modeling Human-AI Interactions Shu Yang Muhammad Asif Ali Lu Yu Lijie Hu Di Wang LLMAG 24 3 0 17 Feb 2024
RAG-Driver: Generalisable Driving Explanations with Retrieval-Augmented In-Context Learning in Multi-Modal Large Language Model Jianhao Yuan Shuyang Sun Daniel Omeiza Bo Zhao Paul Newman Lars Kunze Matthew Gadd LRM 36 49 0 16 Feb 2024
LLMs in the Heart of Differential Testing: A Case Study on a Medical Rule Engine Erblin Isaku Christoph Laaber Hassan Sartaj Shaukat Ali T. Schwitalla J. F. Nygård 52 2 0 16 Feb 2024
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering Jiaxiang Liu Tong Zhou Yubo Chen Kang Liu Jun Zhao KELM 38 3 0 15 Feb 2024
Understanding the planning of LLM agents: A survey Xu Huang Weiwen Liu Xiaolong Chen Xingmei Wang Hao Wang Defu Lian Yasheng Wang Ruiming Tang Enhong Chen LLMAG LM&Ro 35 138 0 05 Feb 2024
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 47 21 0 02 Feb 2024
Do LLMs Dream of Ontologies? Marco Bombieri Paolo Fiorini Simone Paolo Ponzetto M. Rospocher CLL 32 2 0 26 Jan 2024
Black-Box Access is Insufficient for Rigorous AI Audits Stephen Casper Carson Ezell Charlotte Siegmann Noam Kolt Taylor Lynn Curtis ... Michael Gerovitch David Bau Max Tegmark David M. Krueger Dylan Hadfield-Menell AAML 34 78 0 25 Jan 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 71 218 0 22 Jan 2024
The Tyranny of Possibilities in the Design of Task-Oriented LLM Systems: A Scoping Survey Dhruv Dhamani Mary Lou Maher 40 1 0 29 Dec 2023
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 29 4 0 11 Dec 2023
Enhancing Scene Graph Generation with Hierarchical Relationships and Commonsense Knowledge Bowen Jiang Zhijun Zhuang Shreyas S. Shivakumar Camillo J Taylor 33 7 0 21 Nov 2023
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 168 84 0 19 Oct 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 88 257 0 22 May 2023
Progressive Translation: Improving Domain Robustness of Neural Machine Translation with Intermediate Sequences Chaojun Wang Yang Liu Wai Lam 39 2 0 16 May 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 229 574 0 03 May 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 78 93 0 03 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 218 301 0 26 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 345 2,232 0 22 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 143 157 0 31 Dec 2022
Calibrating Factual Knowledge in Pretrained Language Models Qingxiu Dong Damai Dai Yifan Song Jingjing Xu Zhifang Sui Lei Li KELM 241 82 0 07 Oct 2022
A Distributional Lens for Multi-Aspect Controllable Text Generation Yuxuan Gu Xiaocheng Feng Sicheng Ma Lingyuan Zhang Heng Gong Bing Qin 112 36 0 06 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik R. Narasimhan Yuan Cao LLMAG ReLM LRM 273 2,510 0 06 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 237 322 0 21 Sep 2022