Title
Exploring LLMs for Malware Detection: Review, Framework Design, and Countermeasure Approaches Jamal N. Al-Karaki Muhammad Al-Zafar Khan Marwan Omar 23 4 0 11 Sep 2024
LUK: Empowering Log Understanding with Expert Knowledge from Large Language Models Lipeng Ma Weidong Yang Sihang Jiang Ben Fei Mingjie Zhou Shuhao Li Bo Xu Bo Xu Yanghua Xiao 47 0 0 03 Sep 2024
TrustNavGPT: Modeling Uncertainty to Improve Trustworthiness of Audio-Guided LLM-Based Robot Navigation Xingpeng Sun Yiran Zhang Xindi Tang Amrit Singh Bedi Aniket Bera 34 4 0 03 Aug 2024
Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment Sangwon Yu Jongyoon Song Bongkyu Hwang Hoyoung Kang Sooah Cho Junhwa Choi Seongho Joe Taehee Lee Youngjune Gwon Sungroh Yoon 72 4 0 31 Jul 2024
An Empirical Study of Retrieval Augmented Generation with Chain-of-Thought Yuetong Zhao Hongyu Cao Xianyu Zhao Zhijian Ou RALM LRM 16 3 0 22 Jul 2024
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 70 30 0 11 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 46 0 0 04 Jul 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 45 4 0 29 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 25 2 0 11 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 57 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 61 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 21 21 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 19 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 44 6 0 01 Jun 2024
LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics N. V. Stein Thomas Bäck 23 10 0 30 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 38 27 0 19 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 52 78 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 30 13 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 20 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 54 36 0 23 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 19 12 0 06 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 24 2 0 04 Apr 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 22 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 42 17 0 28 Feb 2024
Visual Hallucinations of Multi-modal Large Language Models Wen Huang Hongbin Liu Minxin Guo Neil Zhenqiang Gong MLLM VLM 24 24 0 22 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 22 2 0 16 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 31 20 0 02 Feb 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 10 75 0 25 Jan 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 57 192 0 22 Jan 2024
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 25 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 14 6 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 155 84 0 19 Oct 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 75 246 0 22 May 2023
Progressive Translation: Improving Domain Robustness of Neural Machine Translation with Intermediate Sequences Chaojun Wang Y. Liu Wai Lam 24 2 0 16 May 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 201 559 0 03 May 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 57 91 0 03 May 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 210 297 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 197 2,232 0 22 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 138 151 0 31 Dec 2022
Calibrating Factual Knowledge in Pretrained Language Models Qingxiu Dong Damai Dai Yifan Song Jingjing Xu Zhifang Sui Lei Li KELM 219 81 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 108 36 0 06 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 208 2,413 0 06 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng-Long Jiang RALM AIMat 210 318 0 21 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021
The Factual Inconsistency Problem in Abstractive Text Summarization: A Survey Yi-Chong Huang Xiachong Feng Xiaocheng Feng Bing Qin HILM 117 90 0 30 Apr 2021
Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics Artidoro Pagnoni Vidhisha Balachandran Yulia Tsvetkov HILM 215 305 0 27 Apr 2021
Entity-level Factual Consistency of Abstractive Text Summarization Feng Nan Ramesh Nallapati Zhiguo Wang Cicero Nogueira dos Santos Henghui Zhu Dejiao Zhang Kathleen McKeown Bing Xiang HILM 139 156 0 18 Feb 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 236 1,508 0 31 Dec 2020