Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey

6 May 2025

Papers citing "Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey"

37 / 37 papers shown

Title
Rethinking Memory in AI: Taxonomy, Operations, Topics, and Future Directions Yiming Du Wenyu Huang Danna Zheng Zhaowei Wang Sébastien Montella Mirella Lapata Kam-Fai Wong Jeff Z. Pan KELM MU 205 4 0 01 May 2025
ToolRL: Reward is All Tool Learning Needs Cheng Qian Emre Can Acikgoz Qi He Hongru Wang Xiusi Chen Dilek Hakkani-Tur Gokhan Tur Heng Ji OffRL LRM 109 24 0 16 Apr 2025
ScreenSpot-Pro: GUI Grounding for Professional High-Resolution Computer Use Kaixin Li Ziyang Meng Hongzhan Lin Ziyang Luo Yuchen Tian Jing Ma Zhiyong Huang Tat-Seng Chua 83 20 0 04 Apr 2025
An Illusion of Progress? Assessing the Current State of Web Agents Tianci Xue Weijian Qi Tianneng Shi Chan Hee Song Boyu Gou Basel Alomair Huan Sun Yu Su LLMAG ELM Presented at ResearchTrend Connect \| LLMAG on 21 May 2025 218 12 1 02 Apr 2025
Brains vs. Bytes: Evaluating LLM Proficiency in Olympiad Mathematics Hamed Mahdavi Alireza Hashemi Majid Daliri Pegah Mohammadipour Alireza Farhadi Samira Malek Yekta Yazdanifard Amir Khasahmadi V. Honavar ELM LRM 112 4 0 01 Apr 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 246 426 0 20 Feb 2025
Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? Zhiyuan Zeng Qinyuan Cheng Zhangyue Yin Yunhua Zhou Xipeng Qiu LRM 140 18 0 17 Feb 2025
Injecting Domain-Specific Knowledge into Large Language Models: A Comprehensive Survey Zirui Song Bin Yan Yuhan Liu Miao Fang Mingzhe Li Rui Yan Preslav Nakov KELM LM&MA 99 14 0 15 Feb 2025
Large Language Monkeys: Scaling Inference Compute with Repeated Sampling Bradley Brown Jordan Juravsky Ryan Ehrlich Ronald Clark Quoc V. Le Christopher Ré Azalia Mirhoseini ALM LRM 236 302 0 03 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 169 168 0 30 Dec 2024
o1-Coder: an o1 Replication for Coding Yuxiang Zhang Shangxi Wu Yuqi Yang Jiangming Shu Jinlin Xiao Chao Kong Jitao Sang LRM 128 48 0 29 Nov 2024
SciPIP: An LLM-based Scientific Paper Idea Proposer Wenxiao Wang Lihui Gu Liye Zhang Yunxiang Luo Yi Dai Chen Shen Liang Xie Binbin Lin Xiaofei He Jieping Ye 77 6 0 30 Oct 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Qing Cui Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 82 16 0 10 Sep 2024
The emergence of Large Language Models (LLM) as a tool in literature reviews: an LLM automated systematic review Dmitry Scherbakov Nina C. Hubig Vinita Jansari A. Bakumenko Leslie A. Lenert ELM 108 7 0 06 Sep 2024
GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding Ziyin Zhang Hang Yu Shijie Li Peng Di Jianguo Li Rui Wang 98 3 0 06 Sep 2024
The Need for Guardrails with Large Language Models in Medical Safety-Critical Settings: An Artificial Intelligence Application in the Pharmacovigilance Ecosystem Joe B Hakim Jeffery L Painter D. Ramcharran V. Kara Greg Powell Paulina Sobczak Chiho Sato Andrew Bate Andrew Beam 62 3 0 01 Jul 2024
Facilitating Human-LLM Collaboration through Factuality Scores and Source Attributions Hyo Jin Do Rachel Ostrand Justin D. Weisz Casey Dugan P. Sattigeri Dennis L. Wei K. Murugesan Werner Geyer HILM 81 10 0 30 May 2024
Automating Research Synthesis with Domain-Specific Large Language Model Fine-Tuning Teo Susnjak Peter Hwang N. Reyes A. Barczak Timothy R. McIntosh Surangika Ranathunga 94 25 0 08 Apr 2024
What Makes Math Word Problems Challenging for LLMs? KV Aditya Srivatsa Ekaterina Kochmar 62 17 0 17 Mar 2024
Learning or Self-aligning? Rethinking Instruction Fine-tuning Mengjie Ren Boxi Cao Hongyu Lin Liu Cao Xianpei Han Ke Zeng Guanglu Wan Xunliang Cai Le Sun 63 29 0 28 Feb 2024
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 137 58 0 20 Nov 2023
CodeScope: An Execution-based Multilingual Multitask Multidimensional Benchmark for Evaluating LLMs on Code Understanding and Generation Weixiang Yan Haitian Liu Yunkun Wang Yunzhe Li Qian Chen ... Tingyu Lin Weishan Zhao Li Zhu Hari Sundaram Shuiguang Deng ELM LRM 86 37 0 14 Nov 2023
GPT Can Solve Mathematical Problems Without a Calculator Zhiyong Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 88 55 0 06 Sep 2023
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs? Kai Sun Yongjun Xu Hanwen Zha Yue Liu Xinhsuai Dong AI4MH 84 147 0 20 Aug 2023
ExpeL: LLM Agents Are Experiential Learners Andrew Zhao Daniel Huang Quentin Xu Matthieu Lin Yang Liu Gao Huang LLMAG 99 215 0 20 Aug 2023
LeanDojo: Theorem Proving with Retrieval-Augmented Language Models Kaiyu Yang Aidan M. Swope Alex Gu Rahul Chalamala Peiyang Song Shixing Yu Saad Godil R. Prenger Anima Anandkumar RALM 86 239 0 27 Jun 2023
WizardCoder: Empowering Code Large Language Models with Evol-Instruct Ziyang Luo Can Xu Pu Zhao Qingfeng Sun Xiubo Geng Wenxiang Hu Chongyang Tao Jing Ma Qingwei Lin Daxin Jiang ELM SyDa ALM 90 679 0 14 Jun 2023
Evaluating and Improving Tool-Augmented Computation-Intensive Math Reasoning Beichen Zhang Kun Zhou Xilin Wei Wayne Xin Zhao Jing Sha Shijin Wang Ji-Rong Wen LRM 83 39 0 04 Jun 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 191 1,164 0 31 May 2023
Editing Large Language Models: Problems, Methods, and Opportunities Yunzhi Yao Peng Wang Bo Tian Shuyang Cheng Zhoubo Li Shumin Deng Huajun Chen Ningyu Zhang KELM 84 307 0 22 May 2023
CoCoMIC: Code Completion By Jointly Modeling In-file and Cross-file Context Yangruibo Ding Zijian Wang Wasi Uddin Ahmad M. K. Ramanathan Ramesh Nallapati Parminder Bhatia Dan Roth Bing Xiang 63 71 0 20 Dec 2022
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 303 4,408 0 27 Oct 2021
Document-level Relation Extraction as Semantic Segmentation Ningyu Zhang Xiang Chen Xin Xie Shumin Deng Chuanqi Tan Mosha Chen Fei Huang Luo Si Huajun Chen ViT 72 184 0 07 Jun 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction Xiang Chen Ningyu Zhang Xin Xie Shumin Deng Yunzhi Yao Chuanqi Tan Fei Huang Luo Si Huajun Chen 102 413 0 15 Apr 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 799 42,055 0 28 May 2020
SciBERT: A Pretrained Language Model for Scientific Text Iz Beltagy Kyle Lo Arman Cohan 137 2,974 0 26 Mar 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 156 5,659 0 25 Jan 2019