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How Much Knowledge Can You Pack Into the Parameters of a Language Model?

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2025

10 February 2020

Papers citing "How Much Knowledge Can You Pack Into the Parameters of a Language Model?"

50 / 627 papers shown

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TRAJECT-Bench:A Trajectory-Aware Benchmark for Evaluating Agentic Tool Use Pengfei He Zhenwei Dai Bing He Hui Liu Xianfeng Tang ... Subhabrata Mukherjee Suhang Wang Yue Xing Jiliang Tang Benoit Dumoulin LLMAG 8 0 0 06 Oct 2025
SDA-PLANNER: State-Dependency Aware Adaptive Planner for Embodied Task Planning Zichao Shen Chen Gao Jiaqi Yuan Tianchen Zhu Xingcheng Fu Qingyun Sun 0 0 0 30 Sep 2025
Mitigating Hallucination in Multimodal LLMs with Layer Contrastive Decoding Bingkui Tong Jiaer Xia Kaiyang Zhou MLLM 8 0 0 29 Sep 2025
Pretraining with hierarchical memories: separating long-tail and common knowledge Hadi Pouransari David Grangier C Thomas Michael Kirchhof Oncel Tuzel RALM KELM 48 0 0 29 Sep 2025
Knowledge Homophily in Large Language Models Utkarsh Sahu Zhisheng Qi M. Halappanavar Nedim Lipka Ryan Rossi Franck Dernoncourt Yu Zhang Yao Ma Yu Wang 0 0 0 28 Sep 2025
Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation Chaojun Nie Jun Zhou G. Wang Shisong Wud Zichen Wang 12 0 0 24 Sep 2025
Benchmark Profiling: Mechanistic Diagnosis of LLM Benchmarks Dongjun Kim Gyuho Shim YongChan Chun Minhyuk Kim Chanjun Park Heuiseok Lim 0 0 0 23 Sep 2025
Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference Ben Finkelshtein Silviu Cucerzan S. Jauhar Ryen W. White 20 0 0 23 Sep 2025
How Persuasive is Your Context? Tu Nguyen Kevin Du Alexander Miserlis Hoyle Ryan Cotterell 28 0 0 22 Sep 2025
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration Yajing Yang Tony Deng Min-Yen Kan 16 0 0 21 Sep 2025
Rethinking the Role of Text Complexity in Language Model Pretraining Dan John Velasco M. R 8 1 0 20 Sep 2025
How to inject knowledge efficiently? Knowledge Infusion Scaling Law for Pre-training Large Language Models Kangtao Lv Haibin Chen Yujin Yuan Langming Liu Shilei Liu Yongwei Wang Yuchi Xu B. Zheng KELM 22 0 0 19 Sep 2025
Do All Autoregressive Transformers Remember Facts the Same Way? A Cross-Architecture Analysis of Recall Mechanisms Minyeong Choe Haehyun Cho Changho Seo Hyunil Kim KELM HILM 14 0 0 10 Sep 2025
Accelerating Reinforcement Learning Algorithms Convergence using Pre-trained Large Language Models as Tutors With Advice Reusing Lukas Toral Teddy Lazebnik 40 0 0 10 Sep 2025
CANDY: Benchmarking LLMs' Limitations and Assistive Potential in Chinese Misinformation Fact-Checking Ruiling Guo Xinwei Yang Chen Huang Tong Zhang Yong Hu 32 0 0 04 Sep 2025
Provable Benefits of In-Tool Learning for Large Language Models Sam Houliston Ambroise Odonnat Charles Arnal Vivien A. Cabannes RALM 52 1 0 28 Aug 2025
CoCoA: Confidence and Context-Aware Adaptive Decoding for Resolving Knowledge Conflicts in Large Language Models Anant Khandelwal Manish Gupta Puneet Agrawal 38 0 0 25 Aug 2025
Explaining Black-box Language Models with Knowledge Probing Systems: A Post-hoc Explanation Perspective Yunxiao Zhao Hao Xu Zhiqiang Wang Xiaoli Li Jiye Liang Ru Li LRM 20 1 0 23 Aug 2025
From Confidence to Collapse in LLM Factual Robustness Alina Fastowski Bardh Prenkaj Gjergji Kasneci HILM AAML 56 0 0 22 Aug 2025
Hallucinations in medical devices Jason Granstedt Prabhat Kc Rucha Deshpande Victor Garcia Aldo Badano 36 0 0 18 Aug 2025
Is GPT-OSS Good? A Comprehensive Evaluation of OpenAI's Latest Open Source Models Ziqian Bi Keyu Chen Chiung-Yi Tseng Danyang Zhang Tianyang Wang ... Lu Chen Junming Huang Jibin Guan Junfeng Hao Junhao Song ELM 32 0 0 17 Aug 2025
Fast, Slow, and Tool-augmented Thinking for LLMs: A Review Xinda Jia Jinpeng Li Zezhong Wang Jingjing Li Xingshan Zeng Yasheng Wang Weinan Zhang Yong Yu Weiwen Liu LRM 44 0 0 17 Aug 2025
A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction Weilin Ruan Xilin Dang Ziyu Zhou Sisuo Lyu Yuxuan Liang AI4TS 32 0 0 14 Aug 2025
Learning Facts at Scale with Active Reading Jessy Lin Vincent-Pierre Berges Xilun Chen Anuj Kumar Gargi Ghosh Barlas Oğuz RALM KELM 52 1 0 13 Aug 2025
Latent Knowledge Scalpel: Precise and Massive Knowledge Editing for Large Language Models Xin Liu Qiyang Song Shaowen Xu Kerou Zhou Wenbo Jiang Xiaoqi Jia Weijuan Zhang Heqing Huang Yakai Li KELM 52 0 0 01 Aug 2025
A Systematic Review of Key Retrieval-Augmented Generation (RAG) Systems: Progress, Gaps, and Future Directions Agada Joseph Oche Ademola Glory Folashade Tirthankar Ghosal Arpan Biswas 3DV VLM 90 2 0 25 Jul 2025
Exploring the Impact of Instruction-Tuning on LLM's Susceptibility to Misinformation Kyubeen Han Junseo Jang Hongjin Kim Geunyeong Jeong Harksoo Kim 61 0 0 24 Jul 2025
From Data to Knowledge: Evaluating How Efficiently Language Models Learn Facts Daniel Christoph Max Ploner Patrick Haller Alan Akbik KELM 50 0 0 20 Jun 2025
LLMs Struggle to Perform Counterfactual Reasoning with Parametric Knowledge Khurram Yamin Gaurav R. Ghosal Bryan Wilder LRM 83 3 0 15 Jun 2025
Toward a Theory of Agents as Tool-Use Decision-Makers Hongru Wang Cheng Qian Pengfei Yu Jiahao Qiu Boyang Xue Mengdi Wang Heng Ji Kam-Fai Wong 114 6 0 01 Jun 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering Boyi Zhang Zhuo Liu Hangfeng He LRM 74 0 0 31 May 2025
How much do language models memorize? John X. Morris Chawin Sitawarin Chuan Guo Narine Kokhlikyan G. E. Suh Alexander M. Rush Kamalika Chaudhuri Saeed Mahloujifar KELM ELM 164 11 0 30 May 2025
Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning Vasilije Markovic Lazar Obradovic Laszlo Hajdu Jovan Pavlovic 98 2 0 30 May 2025
If Pigs Could Fly... Can LLMs Logically Reason Through Counterfactuals? Ishwar B Balappanawar Vamshi Krishna Bonagiri Anish Joishy Manas Gaur K. Thirunarayan Ponnurangam Kumaraguru ReLM LRM 116 0 0 28 May 2025
Precise In-Parameter Concept Erasure in Large Language Models Yoav Gur-Arieh Clara Suslik Yihuai Hong Fazl Barez Mor Geva KELM MU 158 0 0 28 May 2025
Pretrained LLMs Learn Multiple Types of Uncertainty Roi Cohen Omri Fahn Gerard de Melo 135 1 0 27 May 2025
InFact: Informativeness Alignment for Improved LLM Factuality Roi Cohen Russa Biswas Gerard de Melo 77 0 0 26 May 2025
A Graph Perspective to Probe Structural Patterns of Knowledge in Large Language Models Utkarsh Sahu Zhisheng Qi Y. Lei Ryan Rossi Franck Dernoncourt Nesreen K. Ahmed M. Halappanavar Yao Ma Yu Wang 134 0 0 25 May 2025
Data Mixing Can Induce Phase Transitions in Knowledge Acquisition Xinran Gu Kaifeng Lyu Jiazheng Li Jingzhao Zhang 154 1 0 23 May 2025
Extracting Probabilistic Knowledge from Large Language Models for Bayesian Network Parameterization Aliakbar Nafar Kristen Brent Venable Zijun Cui Parisa Kordjamshidi BDL 100 1 0 21 May 2025
Protoknowledge Shapes Behaviour of LLMs in Downstream Tasks: Memorization and Generalization with Knowledge Graphs Federico Ranaldi Andrea Zugarini Leonardo Ranaldi Fabio Massimo Zanzotto 71 0 0 21 May 2025
EAMET: Robust Massive Model Editing via Embedding Alignment Optimization Yanbo Dai Zhenlan Ji Zongjie Li Shuai Wang KELM 140 0 0 17 May 2025
DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation S. Wang Li Zhang Zheren Fu Zhendong Mao Yongdong Zhang 84 0 0 15 May 2025
IterKey: Iterative Keyword Generation with LLMs for Enhanced Retrieval Augmented Generation Kazuki Hayashi Hidetaka Kamigaito Shinya Kouda Taro Watanabe RALM 171 3 0 13 May 2025
DeltaEdit: Enhancing Sequential Editing in Large Language Models by Controlling Superimposed Noise Ding Cao Yuchen Cai Rongxi Guo Xiaoxiao He Guiquan Liu KELM 229 0 0 12 May 2025
CHORUS: Zero-shot Hierarchical Retrieval and Orchestration for Generating Linear Programming Code Tasnim Ahmed Salimur Choudhury 86 1 0 02 May 2025
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 191 4 0 01 May 2025
ConSens: Assessing context grounding in open-book question answeringInternational Conference on Artificial Neural Networks (ICANN), 2025 Ivan Vankov Matyo Ivanov Adriana Correia Victor Botev ELM 250 0 0 30 Apr 2025
Functional Abstraction of Knowledge Recall in Large Language Models Zijian Wang Chang Xu KELM 99 1 0 20 Apr 2025
Replicating ReLM Results: Validating Large Language Models with ReLM Reece Adamson Erin Song 54 0 0 16 Apr 2025