Unveiling Transformers with LEGO: a synthetic reasoning task

9 June 2022

Papers citing "Unveiling Transformers with LEGO: a synthetic reasoning task"

24 / 24 papers shown

Title
Quantitative Clustering in Mean-Field Transformer Models Shi Chen Zhengjiang Lin Yury Polyanskiy Philippe Rigollet 31 0 0 20 Apr 2025
Distributional Scaling Laws for Emergent Capabilities Rosie Zhao Tian Qin David Alvarez-Melis Sham Kakade Naomi Saphra LRM 37 0 0 24 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 54 1 0 17 Feb 2025
Out-of-distribution generalization via composition: a lens through induction heads in Transformers Jiajun Song Zhuoyan Xu Yiqiao Zhong 80 4 0 31 Dec 2024
Compositional simulation-based inference for time series Manuel Gloeckler S. Toyota Kenji Fukumizu Jakob H Macke 37 1 0 05 Nov 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 28 4 0 24 Oct 2024
Representing Rule-based Chatbots with Transformers Dan Friedman Abhishek Panigrahi Danqi Chen 59 1 0 15 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
A Review of the Applications of Deep Learning-Based Emergent Communication Brendon Boldt David R. Mortensen VLM 27 6 0 03 Jul 2024
Reasoning in Large Language Models: A Geometric Perspective Romain Cosentino Sarath Shekkizhar LRM 42 2 0 02 Jul 2024
LOLAMEME: Logic, Language, Memory, Mechanistic Framework Jay Desai Xiaobo Guo Srinivasan H. Sengamedu 14 0 0 31 May 2024
Looped Transformers are Better at Learning Learning Algorithms Liu Yang Kangwook Lee Robert D. Nowak Dimitris Papailiopoulos 19 24 0 21 Nov 2023
Adaptivity and Modularity for Efficient Generalization Over Task Complexity Samira Abnar Omid Saremi Laurent Dinh Shantel Wilson Miguel Angel Bautista ... Vimal Thilak Etai Littwin Jiatao Gu Josh Susskind Samy Bengio 22 5 0 13 Oct 2023
Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining Licong Lin Yu Bai Song Mei OffRL 30 42 0 12 Oct 2023
Faith and Fate: Limits of Transformers on Compositionality Nouha Dziri Ximing Lu Melanie Sclar Xiang Lorraine Li Liwei Jian ... Sean Welleck Xiang Ren Allyson Ettinger Zaïd Harchaoui Yejin Choi ReLM LRM 28 327 0 29 May 2023
Generalization on the Unseen, Logic Reasoning and Degree Curriculum Emmanuel Abbe Samy Bengio Aryo Lotfi Kevin Rizk LRM 16 47 0 30 Jan 2023
An Analysis of Attention via the Lens of Exchangeability and Latent Variable Models Yufeng Zhang Boyi Liu Qi Cai Lingxiao Wang Zhaoran Wang 34 11 0 30 Dec 2022
Learning threshold neurons via the "edge of stability" Kwangjun Ahn Sébastien Bubeck Sinho Chewi Y. Lee Felipe Suarez Yi Zhang MLT 31 36 0 14 Dec 2022
Transformers Learn Shortcuts to Automata Bingbin Liu Jordan T. Ash Surbhi Goel A. Krishnamurthy Cyril Zhang OffRL LRM 19 155 0 19 Oct 2022
WavSpA: Wavelet Space Attention for Boosting Transformers' Long Sequence Learning Ability Yufan Zhuang Zihan Wang Fangbo Tao Jingbo Shang ViT AI4TS 15 3 0 05 Oct 2022
What Can Transformers Learn In-Context? A Case Study of Simple Function Classes Shivam Garg Dimitris Tsipras Percy Liang Gregory Valiant 19 447 0 01 Aug 2022
Formal Mathematics Statement Curriculum Learning Stanislas Polu Jesse Michael Han Kunhao Zheng Mantas Baksys Igor Babuschkin Ilya Sutskever AIMat 73 115 0 03 Feb 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 315 8,402 0 28 Jan 2022
LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning Yuhuai Wu M. Rabe Wenda Li Jimmy Ba Roger C. Grosse Christian Szegedy AIMat LRM 61 51 0 15 Jan 2021