Title
Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models Jinrui Zhang Teng Wang Haigang Zhang Ping Lu Feng Zheng MLLM LRM VLM 44 3 0 16 Jul 2024
MetaLLM: A High-performant and Cost-efficient Dynamic Framework for Wrapping LLMs Quang H. Nguyen Duy C. Hoang Juliette Decugis Saurav Manchanda Nitesh V. Chawla Khoa D. Doan Khoa D. Doan 45 8 0 15 Jul 2024
Cohesive Conversations: Enhancing Authenticity in Multi-Agent Simulated Dialogues Kuanchao Chu Yi-Pei Chen Hideki Nakayama LLMAG 42 2 0 13 Jul 2024
Prompting Techniques for Secure Code Generation: A Systematic Investigation Catherine Tony Nicolás E. Díaz Ferreyra Markus Mutas Salem Dhiff Riccardo Scandariato SILM 79 9 0 09 Jul 2024
Merge, Ensemble, and Cooperate! A Survey on Collaborative Strategies in the Era of Large Language Models Jinliang Lu Ziliang Pang Min Xiao Yaochen Zhu Rui Xia Jiajun Zhang MoMe 52 18 0 08 Jul 2024
Distilling System 2 into System 1 Ping Yu Jing Xu Jason Weston Ilia Kulikov OffRL LRM 54 62 0 08 Jul 2024
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Yuzhe Gu Ziwei Ji Wenwei Zhang Chengqi Lyu Dahua Lin Kai Chen HILM 45 5 0 05 Jul 2024
STOC-TOT: Stochastic Tree-of-Thought with Constrained Decoding for Complex Reasoning in Multi-Hop Question Answering Zhenyu Bi Daniel Hajialigol Zhongkai Sun Jie Hao Xuan Wang LRM 37 1 0 04 Jul 2024
DynaThink: Fast or Slow? A Dynamic Decision-Making Framework for Large Language Models Jiabao Pan Yan Zhang Chen Zhang Zuozhu Liu Hongwei Wang Haizhou Li LRM 37 3 0 01 Jul 2024
Eliminating Position Bias of Language Models: A Mechanistic Approach Ziqi Wang Hanlin Zhang Xiner Li Kuan-Hao Huang Chi Han Shuiwang Ji Sham Kakade Hao Peng Heng Ji 62 12 0 01 Jul 2024
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges Mohammed Elhenawy Ahmad Abutahoun Taqwa I. Alhadidi Ahmed Jaber Huthaifa I. Ashqar Shadi Jaradat Ahmed Abdelhay Sébastien Glaser A. Rakotonirainy LLMAG LRM 31 12 0 26 Jun 2024
PaCoST: Paired Confidence Significance Testing for Benchmark Contamination Detection in Large Language Models Huixuan Zhang Yun Lin Xiaojun Wan 50 0 0 26 Jun 2024
VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation Kun Qian Shunji Wan Claudia Tang Youzhi Wang Xuanming Zhang Maximillian Chen Zhou Yu AAML 47 8 0 25 Jun 2024
FrenchToxicityPrompts: a Large Benchmark for Evaluating and Mitigating Toxicity in French Texts Caroline Brun Vassilina Nikoulina 38 1 0 25 Jun 2024
NormTab: Improving Symbolic Reasoning in LLMs Through Tabular Data Normalization Md Mahadi Hasan Nahid Davood Rafiei LMTD 58 4 0 25 Jun 2024
Paraphrase and Aggregate with Large Language Models for Minimizing Intent Classification Errors Vikas Yadav Zheng Tang Vijay Srinivasan 40 8 0 24 Jun 2024
On the Transformations across Reward Model, Parameter Update, and In-Context Prompt Deng Cai Huayang Li Tingchen Fu Siheng Li Weiwen Xu ... Leyang Cui Yan Wang Lemao Liu Taro Watanabe Shuming Shi KELM 30 2 0 24 Jun 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 75 4 0 22 Jun 2024
70B-parameter large language models in Japanese medical question-answering Issey Sukeda Risa Kishikawa Satoshi Kodera LM&MA 50 3 0 21 Jun 2024
Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference Anton Xue Avishree Khare Rajeev Alur Surbhi Goel Eric Wong 61 2 0 21 Jun 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 42 52 0 20 Jun 2024
medIKAL: Integrating Knowledge Graphs as Assistants of LLMs for Enhanced Clinical Diagnosis on EMRs Mingyi Jia Junwen Duan Yan Song Jianxin Wang 42 7 0 20 Jun 2024
APEER: Automatic Prompt Engineering Enhances Large Language Model Reranking Can Jin Hongwu Peng Shiyu Zhao Zhenting Wang Wujiang Xu Ligong Han Jiahui Zhao Kai Zhong Sanguthevar Rajasekaran Dimitris N. Metaxas KELM 44 32 0 20 Jun 2024
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs Yi Fang Moxin Li Wenjie Wang Hui Lin Fuli Feng LRM 65 5 0 17 Jun 2024
Demonstration Notebook: Finding the Most Suited In-Context Learning Example from Interactions Yiming Tang Bin Dong 38 0 0 16 Jun 2024
Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study Hao Hao Xiaoqun Zhang Aimin Zhou ELM 38 9 0 15 Jun 2024
Applications of Generative AI in Healthcare: algorithmic, ethical, legal and societal considerations Onyekachukwu R. Okonji Kamol Yunusov Bonnie Gordon MedIm 46 3 0 15 Jun 2024
A Survey on Large Language Models from General Purpose to Medical Applications: Datasets, Methodologies, and Evaluations Jinqiang Wang Huansheng Ning Yi Peng Qikai Wei Daniel Tesfai Wenwei Mao Tao Zhu Runhe Huang LM&MA AI4MH ELM 49 5 0 14 Jun 2024
Chain-of-Though (CoT) prompting strategies for medical error detection and correction Zhaolong Wu Abul Hasan Jinge Wu Yunsoo Kim Jason PY Cheung Teng Zhang Honghan Wu LRM 27 4 0 13 Jun 2024
Language Models are Crossword Solvers Soumadeep Saha Sutanoya Chakraborty Saptarshi Saha Utpal Garain LRM ReLM 59 2 0 13 Jun 2024
GuardAgent: Safeguard LLM Agents by a Guard Agent via Knowledge-Enabled Reasoning Zhen Xiang Linzhi Zheng Yanjie Li Junyuan Hong Qinbin Li ... Zidi Xiong Chulin Xie Carl Yang Dawn Song Bo Li LLMAG 45 24 0 13 Jun 2024
PAL: Pluralistic Alignment Framework for Learning from Heterogeneous Preferences Daiwei Chen Yi Chen Aniket Rege Ramya Korlakai Vinayak 46 17 0 12 Jun 2024
Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQL Zijin Hong Zheng Yuan Qinggang Zhang Hao Chen Junnan Dong Feiran Huang Xiao Huang 77 53 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 44 2 0 11 Jun 2024
LLAMAFUZZ: Large Language Model Enhanced Greybox Fuzzing Hongxiang Zhang Yuyang Rong Yifeng He Hao Chen 38 7 0 11 Jun 2024
Improving Autoformalization using Type Checking Auguste Poiroux Gail Weiss Viktor Kunčak Antoine Bosselut 50 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
An LLM-Assisted Easy-to-Trigger Backdoor Attack on Code Completion Models: Injecting Disguised Vulnerabilities against Strong Detection Shenao Yan Shen Wang Yue Duan Hanbin Hong Kiho Lee Doowon Kim Yuan Hong AAML SILM 43 17 0 10 Jun 2024
In-Context Learning and Fine-Tuning GPT for Argument Mining Jérémie Cabessa Hugo Hernault Umer Mushtaq 24 0 0 10 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 107 33 0 09 Jun 2024
CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation I-Hung Hsu Zifeng Wang Long T. Le Lesly Miculicich Nanyun Peng Chen-Yu Lee Tomas Pfister HILM 42 4 0 08 Jun 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 42 0 0 07 Jun 2024
Mixture-of-Agents Enhances Large Language Model Capabilities Junlin Wang Jue Wang Ben Athiwaratkun Ce Zhang James Zou LLMAG AIFin 41 102 0 07 Jun 2024
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs Arash Gholami Davoodi Seyed Pouyan Mousavi Davoudi Pouya Pezeshkpour ELM LRM 42 4 0 07 Jun 2024
Cycles of Thought: Measuring LLM Confidence through Stable Explanations Evan Becker Stefano Soatto 53 6 0 05 Jun 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 36 7 0 04 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 35 9 0 04 Jun 2024
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models Marianna Nezhurina Lucia Cipolina-Kun Mehdi Cherti J. Jitsev LLMAG LRM ELM ReLM 58 28 0 04 Jun 2024
Re-ReST: Reflection-Reinforced Self-Training for Language Agents Zi-Yi Dou Cheng-Fu Yang Xueqing Wu Kai-Wei Chang Nanyun Peng LRM 88 7 0 03 Jun 2024
OR-Bench: An Over-Refusal Benchmark for Large Language Models Justin Cui Wei-Lin Chiang Ion Stoica Cho-Jui Hsieh ALM 38 35 0 31 May 2024