Title
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 243 415 0 20 Feb 2025
Intention Knowledge Graph Construction for User Intention Relation Modeling Jiaxin Bai Zhaoxiang Wang Junfei Cheng Dan Yu Zerui Huang ... Xin Liu Chen Luo Yanming Zhu Yinlin Zhu Yangqiu Song 163 3 0 16 Dec 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 67 9 0 29 Sep 2024
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graphs Hanzhu Chen Xu Shen Qitan Lv Jie Wang Xiaoqi Ni Jieping Ye 54 9 0 22 Sep 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
Great Memory, Shallow Reasoning: Limits of $k$ NN-LMs Shangyi Geng Wenting Zhao Alexander M. Rush RALM ReLM LRM 53 2 0 21 Aug 2024
The Integration of Semantic and Structural Knowledge in Knowledge Graph Entity Typing Muzhi Li Minda Hu Irwin King Ho-fung Leung 63 8 0 12 Apr 2024
Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction Bowen Zhang Harold Soh 77 24 0 05 Apr 2024
Set-Aligning Framework for Auto-Regressive Event Temporal Graph Generation Xingwei Tan Yuxiang Zhou Gabriele Pergola Yulan He 55 6 0 01 Apr 2024
Triad: A Framework Leveraging a Multi-Role LLM-based Agent to Solve Knowledge Base Question Answering Chang Zong Yuchen Yan Weiming Lu Jian Shao Eliot Huang Heng Chang Yueting Zhuang LLMAG 70 12 0 22 Feb 2024
AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation Zhaowei Wang Wei Fan Qing Zong Hongming Zhang Sehyun Choi Tianqing Fang Xin Liu Yangqiu Song Ginny Wong Simon See 64 14 0 16 Feb 2024
Dolma: an Open Corpus of Three Trillion Tokens for Language Model Pretraining Research Luca Soldaini Rodney Michael Kinney Akshita Bhagia Dustin Schwenk David Atkinson ... Hanna Hajishirzi Iz Beltagy Dirk Groeneveld Jesse Dodge Kyle Lo 88 274 0 31 Jan 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 82 142 0 31 Jan 2024
CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning Weiqi Wang Tianqing Fang Chunyang Li Haochen Shi Wenxuan Ding ... Jiaxin Bai Xin Liu Cheng Jiayang Chunkit Chan Yangqiu Song LRM 41 32 0 14 Jan 2024
AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph Zhaowei Wang Haochen Shi Weiqi Wang Tianqing Fang Hongming Zhang Sehyun Choi Xin Liu Yangqiu Song 72 20 0 15 Nov 2023
DIVKNOWQA: Assessing the Reasoning Ability of LLMs via Open-Domain Question Answering over Knowledge Base and Text Wenting Zhao Ye Liu Tong Niu Yao Wan Philip S. Yu Shafiq Joty Yingbo Zhou Semih Yavuz LRM 56 7 0 31 Oct 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 81 147 0 20 Aug 2023
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph Jiashuo Sun Chengjin Xu Lumingyuan Tang Saizhuo Wang Chen Lin Yeyun Gong Lionel M. Ni H. Shum Jian Guo LRM 65 81 0 15 Jul 2023
CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering Weiqi Wang Tianqing Fang Wenxuan Ding Baixuan Xu Xin Liu Yangqiu Song Antoine Bosselut ReLM LRM 47 43 0 24 May 2023
CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning Weiqi Wang Tianqing Fang Baixuan Xu Chun Yi Louis Bo Yangqiu Song Lei Chen ReLM LRM 46 37 0 08 May 2023
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 189 902 0 16 Dec 2021
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models Pierre Dognin Inkit Padhi Igor Melnyk Payel Das OffRL 50 21 0 27 Aug 2021
ASER: Towards Large-scale Commonsense Knowledge Acquisition via Higher-order Selectional Preference over Eventualities Hongming Zhang Xin Liu Haojie Pan Hao Ke Jiefu Ou Tianqing Fang Yangqiu Song 41 48 0 05 Apr 2021
MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers Wenhui Wang Hangbo Bao Shaohan Huang Li Dong Furu Wei MQ 78 267 0 31 Dec 2020
Open Knowledge Graphs Canonicalization using Variational Autoencoders Sarthak Dash Gaetano Rossiello Nandana Mihindukulasooriya S. Bagchi A. Gliozzo BDL 61 15 0 08 Dec 2020
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 70 450 0 02 Nov 2020
"What Are You Trying to Do?" Semantic Typing of Event Processes Muhao Chen Hongming Zhang Haoyu Wang Dan Roth 135 35 0 13 Oct 2020
Measuring Massive Multitask Language Understanding Dan Hendrycks Collin Burns Steven Basart Andy Zou Mantas Mazeika D. Song Jacob Steinhardt ELM RALM 176 4,418 0 07 Sep 2020
Generalization through Memorization: Nearest Neighbor Language Models Urvashi Khandelwal Omer Levy Dan Jurafsky Luke Zettlemoyer M. Lewis RALM 149 837 0 01 Nov 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 639 24,431 0 26 Jul 2019
ASER: A Large-scale Eventuality Knowledge Graph Hongming Zhang Xin Liu Haojie Pan Yangqiu Song C. Leung SLR 68 163 0 01 May 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 324 5,801 0 21 Apr 2019
WikiHow: A Large Scale Text Summarization Dataset Mahnaz Koupaee William Yang Wang 52 292 0 18 Oct 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 171 2,647 0 25 Sep 2018