Arithmetic with Language Models: from Memorization to Computation

Arithmetic with Language Models: from Memorization to Computation

2 August 2023

Papers citing "Arithmetic with Language Models: from Memorization to Computation"

9 / 9 papers shown

Title
Arithmetic Without Algorithms: Language Models Solve Math With a Bag of Heuristics Yaniv Nikankin Anja Reusch Aaron Mueller Yonatan Belinkov AIFin LRM 33 21 0 28 Oct 2024
Language Models Encode Numbers Using Digit Representations in Base 10 Amit Arnold Levy Mor Geva 19 4 0 15 Oct 2024
OccamLLM: Fast and Exact Language Model Arithmetic in a Single Step Owen Dugan Donato Manuel Jimenez Beneto Charlotte Loh Zhuo Chen Rumen Dangovski Marin Soljacic LRM 29 1 0 04 Jun 2024
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 218 2,232 0 22 Mar 2023
The activity-weight duality in feed forward neural networks: The geometric determinants of generalization Yu Feng Yuhai Tu MLT 63 13 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
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 221 402 0 24 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,424 0 23 Jan 2020
On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima N. Keskar Dheevatsa Mudigere J. Nocedal M. Smelyanskiy P. T. P. Tang ODL 273 2,878 0 15 Sep 2016