Do Deep Neural Networks Capture Compositionality in Arithmetic
Reasoning?

Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning?

15 February 2023

Tatsuki Kuribayashi

Masashi Yoshikawa

Keisuke Sakaguchi

Papers citing "Do Deep Neural Networks Capture Compositionality in Arithmetic Reasoning?"

11 / 11 papers shown

Title
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 78 4 0 31 Dec 2024
Think-to-Talk or Talk-to-Think? When LLMs Come Up with an Answer in Multi-Step Arithmetic Reasoning Keito Kudo Yoichi Aoki Tatsuki Kuribayashi Shusaku Sone Masaya Taniguchi Ana Brassard Keisuke Sakaguchi Kentaro Inui ReLM LRM 69 0 0 02 Dec 2024
Quantifying artificial intelligence through algebraic generalization Takuya Ito Murray Campbell L. Horesh Tim Klinger Parikshit Ram ELM 46 0 0 08 Nov 2024
The Mystery of Compositional Generalization in Graph-based Generative Commonsense Reasoning Xiyan Fu Anette Frank LRM 23 0 0 08 Oct 2024
Assessing Step-by-Step Reasoning against Lexical Negation: A Case Study on Syllogism Mengyu Ye Tatsuki Kuribayashi Jun Suzuki Goro Kobayashi Hiroaki Funayama LRM 19 8 0 23 Oct 2023
Testing the General Deductive Reasoning Capacity of Large Language Models Using OOD Examples Abulhair Saparov Richard Yuanzhe Pang Vishakh Padmakumar Nitish Joshi Seyed Mehran Kazemi Najoung Kim He He ELM LRM 16 81 0 24 May 2023
Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models Alberto Testolin AIMat 22 19 0 14 Mar 2023
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 8,261 0 28 Jan 2022
Investigating Numeracy Learning Ability of a Text-to-Text Transfer Model Kuntal Kumar Pal Chitta Baral 73 18 0 10 Sep 2021
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 57 287 0 10 Dec 2020