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2303.07735
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Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models
14 March 2023
Alberto Testolin
AIMat
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Papers citing
"Can neural networks do arithmetic? A survey on the elementary numerical skills of state-of-the-art deep learning models"
6 / 6 papers shown
Title
Transformers discover an elementary calculation system exploiting local attention and grid-like problem representation
Samuel Cognolato
Alberto Testolin
26
7
0
06 Jul 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Xuezhi Wang
Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
Sharan Narang
Aakanksha Chowdhery
Denny Zhou
ReLM
BDL
LRM
AI4CE
297
3,163
0
21 Mar 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
8,261
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
PonderNet: Learning to Ponder
Andrea Banino
Jan Balaguer
Charles Blundell
PINN
AIMat
92
80
0
12 Jul 2021
Neural Sequence-to-grid Module for Learning Symbolic Rules
Segwang Kim
Hyoungwook Nam
Joonyoung Kim
Kyomin Jung
NAI
44
10
0
13 Jan 2021
1