Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments

19 December 2022

Papers citing "Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments"

50 / 53 papers shown

Title
When Reasoning Beats Scale: A 1.5B Reasoning Model Outranks 13B LLMs as Discriminator Md Fahim Anjum LRM 31 0 0 30 Apr 2025
Enhancing Retrieval Systems with Inference-Time Logical Reasoning Felix Faltings Wei Wei Yujia Bao LRM 39 0 0 22 Mar 2025
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering Yuan Sui Yufei He Nian Liu Xiaoxin He Kun Wang Bryan Hooi LRM 57 10 0 20 Feb 2025
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering Longquan Jiang Junbo Huang Cedric Moller Ricardo Usbeck 42 0 0 06 Feb 2025
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs L. Chen Panrong Tong Zhongming Jin Ying Sun Jieping Ye Hui Xiong KELM RALM LRM 45 7 0 31 Oct 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 64 4 0 18 Oct 2024
Teaching Models to Balance Resisting and Accepting Persuasion Elias Stengel-Eskin Peter Hase Mohit Bansal MU 29 4 0 18 Oct 2024
Semantic Parsing with Candidate Expressions for Knowledge Base Question Answering Daehwan Nam Gary Geunbae Lee 38 0 0 01 Oct 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation Lei Liang Mengshu Sun Zhengke Gui Zhongshu Zhu Zhouyu Jiang ... Zhiqiang Zhang Wen Zhang Huajun Chen Wenguang Chen Jun Zhou 43 11 0 10 Sep 2024
SQL-GEN: Bridging the Dialect Gap for Text-to-SQL Via Synthetic Data And Model Merging Mohammadreza Pourreza Ruoxi Sun Hailong Li Lesly Miculicich Tomas Pfister Sercan Ö. Arik MoMe 32 5 0 22 Aug 2024
Security of AI Agents Yifeng He Ethan Wang Yuyang Rong Zifei Cheng Hao Chen LLMAG 34 7 0 12 Jun 2024
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs Zixuan Dong Baoyun Peng Yufei Wang Jia Fu Xiaodong Wang Yongxue Shan Xin Zhou 42 1 0 03 Jun 2024
GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning Costas Mavromatis George Karypis RALM LRM ReLM 59 51 0 30 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 60 33 0 23 May 2024
Tapilot-Crossing: Benchmarking and Evolving LLMs Towards Interactive Data Analysis Agents Jinyang Li Nan Huo Yan Gao Jiayi Shi Yingxiu Zhao Ge Qu Yurong Wu Chenhao Ma Jian-Guang Lou Reynold Cheng LLMAG 29 3 0 08 Mar 2024
Grounding Language Models for Visual Entity Recognition Zilin Xiao Ming Gong Paola Cascante-Bonilla Xingyao Zhang Jie Wu Vicente Ordonez VLM 38 8 0 28 Feb 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
Empowering Large Language Model Agents through Action Learning Haiteng Zhao Chang Ma Guoyin Wang Jing Su Lingpeng Kong Jingjing Xu Zhi-Hong Deng Hongxia Yang LM&Ro LLMAG 49 9 0 24 Feb 2024
Middleware for LLMs: Tools Are Instrumental for Language Agents in Complex Environments Yu Gu Yiheng Shu Hao Yu Xiao Liu Yuxiao Dong Jie Tang Jayanth Srinivasa Hugo Latapie Yu-Chuan Su KELM LLMAG 27 26 0 22 Feb 2024
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph Jinhao Jiang Kun Zhou Wayne Xin Zhao Yang Song Chen Zhu Hengshu Zhu Ji-Rong Wen LLMAG RALM 19 35 0 17 Feb 2024
KB-Plugin: A Plug-and-play Framework for Large Language Models to Induce Programs over Low-resourced Knowledge Bases Jiajie Zhang S. Cao Linmei Hu Ling Feng Lei Hou Juanzi Li KELM 31 3 0 02 Feb 2024
AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents Chang Ma Junlei Zhang Zhihao Zhu Cheng Yang Yujiu Yang Yaohui Jin Zhenzhong Lan Lingpeng Kong Junxian He ELM LLMAG 34 54 0 24 Jan 2024
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics Shreya Rajpal Ricardo Usbeck 24 1 0 17 Jan 2024
How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering Jinxi Liu S. Cao Jiaxin Shi Tingjian Zhang Lunyiu Nie Linmei Hu Lei Hou Juanzi Li ELM 20 3 0 11 Jan 2024
GPT-4V(ision) is a Generalist Web Agent, if Grounded Boyuan Zheng Boyu Gou Jihyung Kil Huan Sun Yu-Chuan Su MLLM VLM LLMAG 46 205 0 03 Jan 2024
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM Chaojie Wang Yishi Xu Zhong Peng Chenxi Zhang Bo Chen Xinrun Wang Lei Feng Bo An 74 18 0 31 Dec 2023
Temporal Knowledge Question Answering via Abstract Reasoning Induction Ziyang Chen Dongfang Li Xiang Zhao Baotian Hu Min Zhang LRM 22 15 0 15 Nov 2023
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA Dhruv Agarwal Rajarshi Das Sopan Khosla Rashmi Gangadharaiah OffRL 18 7 0 14 Nov 2023
Instructed Language Models with Retrievers Are Powerful Entity Linkers Zilin Xiao Ming Gong Jie Wu Xingyao Zhang Linjun Shou Jian Pei Daxin Jiang LRM 24 12 0 06 Nov 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Yifan Zhu Luu Anh Tuan RALM 28 37 0 13 Oct 2023
Tree-Planner: Efficient Close-loop Task Planning with Large Language Models Mengkang Hu Yao Mu Xinmiao Yu Mingyu Ding Shiguang Wu Wenqi Shao Qiguang Chen Bin Wang Yu Qiao Ping Luo LLMAG 42 33 0 12 Oct 2023
Data Distribution Bottlenecks in Grounding Language Models to Knowledge Bases Yiheng Shu Zhiwei Yu 21 3 0 15 Sep 2023
FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering Zhenyu Li Sunqi Fan Yu Gu Xiuxing Li Zhichao Duan Bo Dong Ning Liu Jianyong Wang 13 69 0 23 Aug 2023
KnowledGPT: Enhancing Large Language Models with Retrieval and Storage Access on Knowledge Bases Xintao Wang Qian Yang Yongting Qiu Jiaqing Liang Qi He Zhouhong Gu Yanghua Xiao W. Wang KELM RALM 34 39 0 17 Aug 2023
AgentBench: Evaluating LLMs as Agents Xiao Liu Hao Yu Hanchen Zhang Yifan Xu Xuanyu Lei ... Yu-Chuan Su Huan Sun Minlie Huang Yuxiao Dong Jie Tang ELM LLMAG 29 260 0 07 Aug 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Sai Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 22 59 0 15 Jul 2023
Mind2Web: Towards a Generalist Agent for the Web Xiang Deng Yu Gu Boyuan Zheng Shijie Chen Samuel Stevens Boshi Wang Huan Sun Yu-Chuan Su LLMAG 33 395 0 09 Jun 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 44 258 0 16 May 2023
Few-shot In-context Learning for Knowledge Base Question Answering Tianle Li Xueguang Ma Alex Zhuang Yu Gu Yu-Chuan Su Wenhu Chen 94 76 0 02 May 2023
Understanding HTML with Large Language Models Izzeddin Gur Ofir Nachum Yingjie Miao Mustafa Safdari Austin Huang Aakanksha Chowdhery Sharan Narang Noah Fiedel Aleksandra Faust AI4CE 136 70 0 08 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 113 197 0 06 Oct 2022
DecAF: Joint Decoding of Answers and Logical Forms for Question Answering over Knowledge Bases Donghan Yu Shenmin Zhang Patrick K. L. Ng Henghui Zhu A. Li J. Wang Yiqun Hu William Wang Zhiguo Wang Bing Xiang 172 79 0 30 Sep 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay D. Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 120 622 0 22 Sep 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 175 132 0 18 Sep 2022
LM-Nav: Robotic Navigation with Large Pre-Trained Models of Language, Vision, and Action Dhruv Shah B. Osinski Brian Ichter Sergey Levine LM&Ro 147 436 0 10 Jul 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 355 8,457 0 28 Jan 2022
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering Xi Ye Semih Yavuz Kazuma Hashimoto Yingbo Zhou Caiming Xiong 146 138 0 17 Sep 2021
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 148 374 0 10 Sep 2021
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 235 1,489 0 02 Sep 2021
A Persistent Spatial Semantic Representation for High-level Natural Language Instruction Execution Valts Blukis Chris Paxton D. Fox Animesh Garg Yoav Artzi LM&Ro 212 133 0 12 Jul 2021