Do Large Language Models Latently Perform Multi-Hop Reasoning?

Do Large Language Models Latently Perform Multi-Hop Reasoning?

26 February 2024

Sebastian Riedel

Papers citing "Do Large Language Models Latently Perform Multi-Hop Reasoning?"

18 / 68 papers shown

Title
Intrinsic Evaluation of Unlearning Using Parametric Knowledge Traces Yihuai Hong Lei Yu Shauli Ravfogel Haiqin Yang Mor Geva KELM MU 68 18 0 17 Jun 2024
A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners Bowen Jiang Yangxinyu Xie Zhuoqun Hao Xiaomeng Wang Tanwi Mallick Weijie J. Su Camillo J Taylor Dan Roth LRM 51 43 0 16 Jun 2024
Semantic Membership Inference Attack against Large Language Models Hamid Mozaffari Virendra J. Marathe MIALM 53 3 0 14 Jun 2024
LoFiT: Localized Fine-tuning on LLM Representations Fangcong Yin Xi Ye Greg Durrett 38 13 0 03 Jun 2024
Calibrating Reasoning in Language Models with Internal Consistency Zhihui Xie Jizhou Guo Tong Yu Shuai Li LRM 51 9 0 29 May 2024
GRAG: Graph Retrieval-Augmented Generation Yuntong Hu Zhihan Lei Zhengwu Zhang Bo Pan Chen Ling Liang Zhao 45 20 0 26 May 2024
Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory Nikola Zubić Federico Soldá Aurelio Sulser Davide Scaramuzza LRM BDL 52 5 0 26 May 2024
Grokked Transformers are Implicit Reasoners: A Mechanistic Journey to the Edge of Generalization Boshi Wang Xiang Yue Yu-Chuan Su Huan Sun LRM 29 42 0 23 May 2024
Small Language Models Need Strong Verifiers to Self-Correct Reasoning Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LRM KELM ReLM 31 31 0 26 Apr 2024
Unveiling LLMs: The Evolution of Latent Representations in a Temporal Knowledge Graph Marco Bronzini Carlo Nicolini Bruno Lepri Jacopo Staiano Andrea Passerini KELM 36 0 0 04 Apr 2024
Large Language Models are Capable of Offering Cognitive Reappraisal, if Guided Hongli Zhan Allen Zheng Yoon Kyung Lee Jina Suh Junyi Jessy Li Desmond C. Ong AI4MH 47 8 0 01 Apr 2024
Understanding and Patching Compositional Reasoning in LLMs Zhaoyi Li Gangwei Jiang Hong Xie Linqi Song Defu Lian Ying Wei LRM 58 22 0 22 Feb 2024
Can LMs Learn New Entities from Descriptions? Challenges in Propagating Injected Knowledge Yasumasa Onoe Michael J.Q. Zhang Shankar Padmanabhan Greg Durrett Eunsol Choi KELM 206 74 0 02 May 2023
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 200 266 0 28 Apr 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 212 497 0 01 Nov 2022
BeliefBank: Adding Memory to a Pre-Trained Language Model for a Systematic Notion of Belief Nora Kassner Oyvind Tafjord Hinrich Schütze Peter Clark KELM LRM 245 64 0 29 Sep 2021
Measuring and Improving Consistency in Pretrained Language Models Yanai Elazar Nora Kassner Shauli Ravfogel Abhilasha Ravichander Eduard H. Hovy Hinrich Schütze Yoav Goldberg HILM 272 347 0 01 Feb 2021
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 446 2,589 0 03 Sep 2019