Title
Speech-Copilot: Leveraging Large Language Models for Speech Processing via Task Decomposition, Modularization, and Program Generation Chun-Yi Kuan Chih-Kai Yang Wei-Ping Huang Ke-Han Lu Hung-yi Lee 49 7 0 13 Jul 2024
On Mitigating Code LLM Hallucinations with API Documentation Nihal Jain Robert Kwiatkowski Baishakhi Ray M. K. Ramanathan Varun Kumar 41 7 0 13 Jul 2024
WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment Jiefu Ou Arda Uzunoglu Benjamin Van Durme Daniel Khashabi LM&Ro VGen 30 3 0 10 Jul 2024
EfficientQAT: Efficient Quantization-Aware Training for Large Language Models Yonghong Tian Wenqi Shao Peng Xu Jiahao Wang Peng Gao Kaipeng Zhang Ping Luo MQ 46 26 0 10 Jul 2024
Hypothetical Minds: Scaffolding Theory of Mind for Multi-Agent Tasks with Large Language Models Logan Cross Violet Xiang Agam Bhatia Daniel L. K. Yamins Nick Haber LM&Ro LRM LLMAG 48 4 0 09 Jul 2024
Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence Weize Chen Ziming You Ran Li Yitong Guan Chen Qian Chenyang Zhao Cheng Yang Ruobing Xie Zhiyuan Liu Maosong Sun LLMAG 45 36 0 09 Jul 2024
Achieving Tool Calling Functionality in LLMs Using Only Prompt Engineering Without Fine-Tuning Shengtao He LLMAG 23 1 0 06 Jul 2024
Re-Tuning: Overcoming the Compositionality Limits of Large Language Models with Recursive Tuning Eric Pasewark Kyle Montgomery Kefei Duan Dawn Song Chenguang Wang LRM CLL ReLM 41 1 0 05 Jul 2024
DSLR: Document Refinement with Sentence-Level Re-ranking and Reconstruction to Enhance Retrieval-Augmented Generation Taeho Hwang Soyeong Jeong Sukmin Cho SeungYoon Han Jong C. Park RALM 38 1 0 04 Jul 2024
What Affects the Stability of Tool Learning? An Empirical Study on the Robustness of Tool Learning Frameworks Chengrui Huang Zhengliang Shi Yuntao Wen Xiuying Chen Peng Han Shen Gao Shuo Shang 44 1 0 03 Jul 2024
WTU-EVAL: A Whether-or-Not Tool Usage Evaluation Benchmark for Large Language Models Kangyun Ning Yisong Su Xueqiang Lv Yuanzhe Zhang Jian Liu Kang Liu Jinan Xu ELM LLMAG 44 2 0 02 Jul 2024
Concise and Precise Context Compression for Tool-Using Language Models Yang Xu Yunlong Feng Honglin Mu Yutai Hou Yitong Li ... Zhongyang Li Dandan Tu Qingfu Zhu Hao Fei Wanxiang Che LLMAG 24 3 0 02 Jul 2024
Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents Shihan Deng Weikai Xu Hongda Sun Wei Liu Tao Tan ... Ang Li Jian Luan Bin Wang Rui Yan Shuo Shang LLMAG 44 7 0 01 Jul 2024
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs Sujan Dutta Sayantan Mahinder R. Anantha Bortik Bandyopadhyay ALM 39 4 0 28 Jun 2024
Simulating Financial Market via Large Language Model based Agents Shen Gao Yuntao Wen Minghang Zhu Jianing Wei Yuhan Cheng Qunzi Zhang Shuo Shang AIFin 34 12 0 28 Jun 2024
From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis Chuanqi Cheng Jian Guan Wei Wu Rui Yan LRM 45 10 0 28 Jun 2024
ShortcutsBench: A Large-Scale Real-world Benchmark for API-based Agents Haiyang Shen Yue Li Desong Meng Dongqi Cai Sheng Qi Li Zhang Mengwei Xu Yun Ma LLMAG 46 9 0 28 Jun 2024
Granite-Function Calling Model: Introducing Function Calling Abilities via Multi-task Learning of Granular Tasks Ibrahim Abdelaziz Kinjal Basu Mayank Agarwal Sadhana Kumaravel Matthew Stallone ... Merve Unuvar David D. Cox Salim Roukos Luis Lastras Pavan Kapanipathi LLMAG 34 21 0 27 Jun 2024
Tools Fail: Detecting Silent Errors in Faulty Tools Jimin Sun So Yeon Min Yingshan Chang Yonatan Bisk 37 5 0 27 Jun 2024
APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets Zuxin Liu Thai Hoang Jianguo Zhang Ming Zhu Tian Lan ... Silvio Savarese Juan Carlos Niebles Huan Wang Shelby Heinecke Caiming Xiong 53 46 0 26 Jun 2024
Enhancing Tool Retrieval with Iterative Feedback from Large Language Models Qiancheng Xu Yongqi Li Heming Xia Wenjie Li KELM 42 4 0 25 Jun 2024
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph Tong Zhou Yubo Chen Kang Liu Jun Zhao HILM RALM 37 1 0 25 Jun 2024
Unlocking the Future: Exploring Look-Ahead Planning Mechanistic Interpretability in Large Language Models Tianyi Men Pengfei Cao Zhuoran Jin Yubo Chen Kang Liu Jun Zhao LLMAG AIFin 28 4 0 23 Jun 2024
Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning Brandon Huang Chancharik Mitra Assaf Arbelle Leonid Karlinsky Trevor Darrell Roei Herzig 49 13 0 21 Jun 2024
FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents Ruixuan Xiao Wentao Ma Ke Wang Yuchuan Wu Junbo Zhao Haobo Wang Fei Huang Yongbin Li 40 8 0 21 Jun 2024
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs Junjie Wang Mingyang Chen Binbin Hu Dan Yang Ziqi Liu ... Jinjie Gu Jun Zhou Jeff Z. Pan Wen Zhang Huajun Chen RALM 43 12 0 20 Jun 2024
Step-Back Profiling: Distilling User History for Personalized Scientific Writing Xiangru Tang Xingyao Zhang Yanjun Shao Jie Wu Yilun Zhao Arman Cohan Ming Gong Dongmei Zhang Mark B. Gerstein 50 2 0 20 Jun 2024
AgentDojo: A Dynamic Environment to Evaluate Attacks and Defenses for LLM Agents Edoardo Debenedetti Jie Zhang Mislav Balunović Luca Beurer-Kellner Marc Fischer Florian Tramèr LLMAG AAML 59 27 1 19 Jun 2024
APPL: A Prompt Programming Language for Harmonious Integration of Programs and Large Language Model Prompts Honghua Dong Qidong Su Yubo Gao Zhaoyu Li Yangjun Ruan Gennady Pekhimenko Chris J. Maddison Xujie Si LLMAG 34 1 0 19 Jun 2024
Vernacular? I Barely Know Her: Challenges with Style Control and Stereotyping Ankit Aich Tingting Liu Salvatore Giorgi Kelsey Isman Lyle Ungar Brenda L. Curtis 48 2 0 18 Jun 2024
Ask-before-Plan: Proactive Language Agents for Real-World Planning Xuan Zhang Yang Deng Zifeng Ren See-Kiong Ng Tat-Seng Chua LLMAG LM&Ro 28 14 0 18 Jun 2024
Automatic benchmarking of large multimodal models via iterative experiment programming Alessandro Conti Enrico Fini Paolo Rota Yiming Wang Massimiliano Mancini Elisa Ricci 46 0 0 18 Jun 2024
CodeNav: Beyond tool-use to using real-world codebases with LLM agents Tanmay Gupta Luca Weihs Aniruddha Kembhavi LLMAG ELM 61 1 0 18 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 46 2 0 18 Jun 2024
MedCalc-Bench: Evaluating Large Language Models for Medical Calculations Nikhil Khandekar Qiao Jin Guangzhi Xiong Soren Dunn Serina S Applebaum ... Amisha D. Dave Andrew Taylor Aidong Zhang Qingyu Chen Zhiyong Lu LM&MA ELM 31 6 0 17 Jun 2024
Interactive Evolution: A Neural-Symbolic Self-Training Framework For Large Language Models Fangzhi Xu Qiushi Sun Kanzhi Cheng Xiaozhong Liu Yu Qiao Zhiyong Wu LLMAG 41 5 0 17 Jun 2024
Optimizing Instructions and Demonstrations for Multi-Stage Language Model Programs Krista Opsahl-Ong Michael J Ryan Josh Purtell David Broman Christopher Potts Matei A. Zaharia Omar Khattab 43 26 0 17 Jun 2024
RoboGolf: Mastering Real-World Minigolf with a Reflective Multi-Modality Vision-Language Model Hantao Zhou Tianying Ji Lukas Sommerhalder Michael Goerner Norman Hendrich Jianwei Zhang Fuchun Sun Huazhe Xu 50 0 0 14 Jun 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey Lin Long Rui Wang Ruixuan Xiao Junbo Zhao Xiao Ding Gang Chen Haobo Wang SyDa 59 93 0 14 Jun 2024
Multi-Agent Software Development through Cross-Team Collaboration Zhuoyun Du Chen Qian Wei Liu Zihao Xie Yifei Wang Yufan Dang Weize Chen Cheng Yang LLMAG 46 19 0 13 Jun 2024
An Approach to Build Zero-Shot Slot-Filling System for Industry-Grade Conversational Assistants G P Shrivatsa Bhargav S. Neelam Udit Sharma S. Ikbal Dheeraj Sreedhar ... Dinesh Garg Kyle Croutwater Haode Qi Eric Wayne J. William Murdock 29 1 0 13 Jun 2024
Scaling Large Language Model-based Multi-Agent Collaboration Chen Qian Zihao Xie YiFei Wang Wei Liu Yufan Dang ... Zhuoyun Du Weize Chen Cheng Yang Zhiyuan Liu Maosong Sun AI4CE LLMAG LM&Ro 66 46 0 11 Jun 2024
Advancing Tool-Augmented Large Language Models: Integrating Insights from Errors in Inference Trees Sijia Chen Yibo Wang Yi-Feng Wu Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang Lijun Zhang LLMAG LRM 50 10 0 11 Jun 2024
LLM-dCache: Improving Tool-Augmented LLMs with GPT-Driven Localized Data Caching Simranjit Singh Michael Fore Andreas Karatzas Chaehong Lee Yanan Jian Longfei Shangguan Fuxun Yu Iraklis Anagnostopoulos Dimitrios Stamoulis RALM 35 2 0 10 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning Joongwon Kim Bhargavi Paranjape Tushar Khot Hannaneh Hajishirzi LM&Ro ELM LLMAG LRM 46 9 0 10 Jun 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 30 15 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 105 31 0 09 Jun 2024
MEFT: Memory-Efficient Fine-Tuning through Sparse Adapter Jitai Hao Weiwei Sun Xin Xin Qi Meng Zhumin Chen Pengjie Ren Zhaochun Ren MoE 42 2 0 07 Jun 2024
A Survey of Language-Based Communication in Robotics William Hunt Sarvapali D. Ramchurn Mohammad D. Soorati LM&Ro 65 12 0 06 Jun 2024
Tool-Planner: Task Planning with Clusters across Multiple Tools Yanming Liu Xinyue Peng Jiannan Cao Jiannan Cao Xuhong Zhang Sheng Cheng Xun Wang Xun Wang Jianwei Yin Tianyu Du LLMAG 37 3 0 06 Jun 2024