The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A"

21 September 2023

Papers citing "The Reversal Curse: LLMs trained on "A is B" fail to learn "B is A""

44 / 44 papers shown

Title
Memorization-Compression Cycles Improve Generalization Fangyuan Yu 24 0 0 13 May 2025
Consistency in Language Models: Current Landscape, Challenges, and Future Directions Jekaterina Novikova Carol Anderson Borhane Blili-Hamelin Subhabrata Majumdar HILM 69 0 0 01 May 2025
On the generalization of language models from in-context learning and finetuning: a controlled study Andrew Kyle Lampinen Arslan Chaudhry Stephanie Chan Cody Wild Diane Wan Alex Ku Jorg Bornschein Razvan Pascanu Murray Shanahan James L. McClelland 46 0 0 01 May 2025
Memorization and Knowledge Injection in Gated LLMs Xu Pan Ely Hahami Zechen Zhang H. Sompolinsky KELM CLL RALM 104 0 0 30 Apr 2025
Benchmarking Systematic Relational Reasoning with Large Language and Reasoning Models Irtaza Khalid Amir Masoud Nourollah Steven Schockaert LRM 38 0 0 30 Mar 2025
Training Plug-n-Play Knowledge Modules with Deep Context Distillation Lucas Page-Caccia Alan Ansell E. Ponti Ivan Vulić Alessandro Sordoni SyDa 114 0 0 11 Mar 2025
Reversal Blessing: Thinking Backward May Outpace Thinking Forward in Multi-choice Questions Yizhe Zhang Richard He Bai Zijin Gu Ruixiang Zhang Jiatao Gu Emmanuel Abbe Samy Bengio Navdeep Jaitly LRM BDL 53 1 0 25 Feb 2025
Order Matters: Investigate the Position Bias in Multi-constraint Instruction Following Jie Zeng Qianyu He Qingyu Ren Jiaqing Liang Yanghua Xiao Weikang Zhou Zeye Sun Fei Yu 84 0 0 24 Feb 2025
Large Language Diffusion Models Shen Nie Fengqi Zhu Zebin You Xiaolu Zhang Jingyang Ou Jun Hu Jun Zhou Yankai Lin Ji-Rong Wen Chongxuan Li 100 12 0 14 Feb 2025
The Stochastic Parrot on LLM's Shoulder: A Summative Assessment of Physical Concept Understanding Mo Yu Lemao Liu J. Wu Tsz Ting Chung Shunchi Zhang JiangNan Li Dit-Yan Yeung Jie Zhou 77 1 0 13 Feb 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 81 1 0 22 Jan 2025
Time-Reversal Provides Unsupervised Feedback to LLMs Yerram Varun Rahul Madhavan Sravanti Addepalli A. Suggala Karthikeyan Shanmugam Prateek Jain LRM SyDa 64 0 0 03 Dec 2024
Sneaking Syntax into Transformer Language Models with Tree Regularization Ananjan Nandi Christopher D. Manning Shikhar Murty 69 0 0 28 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 32 0 0 01 Nov 2024
Constraint Back-translation Improves Complex Instruction Following of Large Language Models Y. Qi Hao Peng X. Wang Bin Xu Lei Hou Juanzi Li 56 0 0 31 Oct 2024
Take Caution in Using LLMs as Human Surrogates: Scylla Ex Machina Yuan Gao Dokyun Lee Gordon Burtch Sina Fazelpour LRM 42 7 0 25 Oct 2024
Scaling up Masked Diffusion Models on Text Shen Nie Fengqi Zhu Chao Du Tianyu Pang Qian Liu Guangtao Zeng Min-Bin Lin Chongxuan Li AI4CE 45 13 0 24 Oct 2024
LLM The Genius Paradox: A Linguistic and Math Expert's Struggle with Simple Word-based Counting Problems Nan Xu Xuezhe Ma LRM 36 3 0 18 Oct 2024
Reverse Modeling in Large Language Models S. Yu Yuanchen Xu Cunxiao Du Yanying Zhou Minghui Qiu Q. Sun Hao Zhang Jiawei Wu 29 2 0 13 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 32 33 0 23 Sep 2024
Co-occurrence is not Factual Association in Language Models Xiao Zhang Miao Li Ji Wu KELM 59 2 0 21 Sep 2024
Does Refusal Training in LLMs Generalize to the Past Tense? Maksym Andriushchenko Nicolas Flammarion 42 27 0 16 Jul 2024
Teaching Transformers Causal Reasoning through Axiomatic Training Aniket Vashishtha Abhinav Kumar Abbavaram Gowtham Reddy Vineeth N. Balasubramanian Amit Sharma Vineeth N Balasubramanian Amit Sharma 28 2 0 10 Jul 2024
ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages Mehant Kammakomati Sameer Pimparkhede Srikanth G. Tamilselvam Prince Kumar Pushpak Bhattacharyya ALM 40 0 0 03 Jul 2024
From Distributional to Overton Pluralism: Investigating Large Language Model Alignment Thom Lake Eunsol Choi Greg Durrett 37 9 0 25 Jun 2024
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chulin Xie Chiyuan Zhang 51 1 0 23 Jun 2024
The CLRS-Text Algorithmic Reasoning Language Benchmark Larisa Markeeva Sean McLeish Borja Ibarz Wilfried Bounsi Olga Kozlova Alex Vitvitskyi Charles Blundell Tom Goldstein Avi Schwarzschild Petar Veličković LRM 34 12 0 06 Jun 2024
Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data Jingyang Ou Shen Nie Kaiwen Xue Fengqi Zhu Jiacheng Sun Zhenguo Li Chongxuan Li DiffM 41 27 0 06 Jun 2024
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models Marianna Nezhurina Lucia Cipolina-Kun Mehdi Cherti J. Jitsev LLMAG LRM ELM ReLM 54 25 0 04 Jun 2024
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 64 19 0 28 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 70 10 0 23 May 2024
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs Xiaoze Liu Feijie Wu Tianyang Xu Zhuo Chen Yichi Zhang Xiaoqian Wang Jing Gao HILM 33 8 0 01 Apr 2024
Punctuation Restoration Improves Structure Understanding Without Supervision Junghyun Min Minho Lee Woochul Lee Yeonsoo Lee 46 1 0 13 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 58 4 0 02 Feb 2024
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion Ruilin Luo Tianle Gu Haoling Li Junzhe Li Zicheng Lin Jiayi Li Yujiu Yang AI4CE 21 7 0 11 Jan 2024
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 32 18 0 28 Dec 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 8 1 0 05 Oct 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 52 14 0 23 Aug 2023
Evaluating Superhuman Models with Consistency Checks Lukas Fluri Daniel Paleka Florian Tramèr ELM 31 41 0 16 Jun 2023
Dissecting Recall of Factual Associations in Auto-Regressive Language Models Mor Geva Jasmijn Bastings Katja Filippova Amir Globerson KELM 189 261 0 28 Apr 2023
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 219 341 0 21 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,835 0 18 Apr 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 258 343 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 404 2,576 0 03 Sep 2019