Unlocking Large Language Model's Planning Capabilities with Maximum Diversity Fine-tuning

15 June 2024

Papers citing "Unlocking Large Language Model's Planning Capabilities with Maximum Diversity Fine-tuning"

27 / 27 papers shown

Title
AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers Reduan Achtibat Sayed Mohammad Vakilzadeh Hatefi Maximilian Dreyer Aakriti Jain Thomas Wiegand Sebastian Lapuschkin Wojciech Samek 47 31 0 08 Feb 2024
Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning Hao Zhao Maksym Andriushchenko Francesco Croce Nicolas Flammarion ALM 121 50 0 07 Feb 2024
LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks Subbarao Kambhampati Karthik Valmeekam L. Guan Mudit Verma Kaya Stechly Siddhant Bhambri Lucas Saldyt Anil Murthy LRM 98 115 0 02 Feb 2024
FireAct: Toward Language Agent Fine-tuning Baian Chen Chang Shu Ehsan Shareghi Nigel Collier Karthik Narasimhan Shunyu Yao ALM LLMAG 123 103 0 09 Oct 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 197 11,484 0 18 Jul 2023
Understanding the Capabilities of Large Language Models for Automated Planning Vishal Pallagani Bharath Muppasani K. Murugesan F. Rossi Biplav Srivastava L. Horesh F. Fabiano Andrea Loreggia LLMAG ELM 40 37 0 25 May 2023
On the Planning Abilities of Large Language Models : A Critical Investigation Karthik Valmeekam Matthew Marquez S. Sreedharan Subbarao Kambhampati LLMAG LRM 17 228 0 25 May 2023
Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning L. Guan Karthik Valmeekam S. Sreedharan Subbarao Kambhampati LLMAG 36 170 0 24 May 2023
LIMA: Less Is More for Alignment Chunting Zhou Pengfei Liu Puxin Xu Srini Iyer Jiao Sun ... Susan Zhang Gargi Ghosh M. Lewis Luke Zettlemoyer Omer Levy ALM 69 819 0 18 May 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 96 1,850 0 17 May 2023
LLM+P: Empowering Large Language Models with Optimal Planning Proficiency B. Liu Yuqian Jiang Xiaohan Zhang Qian Liu Shiqi Zhang Joydeep Biswas Peter Stone LM&Ro LLMAG 48 398 0 22 Apr 2023
Skill Reinforcement Learning and Planning for Open-World Long-Horizon Tasks Haoqi Yuan Chi Zhang Hongchen Wang Feiyang Xie Penglin Cai Hao Dong Zongqing Lu LM&Ro LLMAG 45 20 0 29 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 400 13,788 0 15 Mar 2023
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 337 2,709 0 06 Oct 2022
PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change Karthik Valmeekam Matthew Marquez Alberto Olmo S. Sreedharan Subbarao Kambhampati ReLM LRM 44 215 0 21 Jun 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 562 9,009 0 28 Jan 2022
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents Wenlong Huang Pieter Abbeel Deepak Pathak Igor Mordatch LM&Ro 58 1,078 0 18 Jan 2022
Fine-Tuning Large Neural Language Models for Biomedical Natural Language Processing Robert Tinn Hao Cheng Yu Gu Naoto Usuyama Xiaodong Liu Tristan Naumann Jianfeng Gao Hoifung Poon LM&MA 25 114 0 15 Dec 2021
Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks Tom Silver Rohan Chitnis Aidan Curtis J. Tenenbaum Tomas Lozano-Perez L. Kaelbling GNN 45 79 0 11 Sep 2020
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 432 41,106 0 28 May 2020
Generalized Planning With Deep Reinforcement Learning Or Rivlin Tamir Hazan E. Karpas OffRL 18 48 0 05 May 2020
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 529 11,979 0 27 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 368 24,160 0 26 Jul 2019
Universal Sentence Encoder Daniel Cer Yinfei Yang Sheng-yi Kong Nan Hua Nicole Limtiaco ... Steve Yuan Chris Tar Yun-hsuan Sung B. Strope R. Kurzweil 190 1,897 0 29 Mar 2018
Texygen: A Benchmarking Platform for Text Generation Models Yaoming Zhu Sidi Lu Lei Zheng Jiaxian Guo Weinan Zhang Jun Wang Yong Yu 63 671 0 06 Feb 2018
The Fast Downward Planning System M. Helmert 40 1,895 0 27 Sep 2011
The 3rd International Planning Competition: Results and Analysis M. Fox D. Long 47 384 0 29 Jun 2011