From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks

24 May 2024

Papers citing "From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks"

20 / 20 papers shown

Title
Neural networks that overcome classic challenges through practice Kazuki Irie Brenden M. Lake 19 4 0 14 Oct 2024
A Philosophical Introduction to Language Models - Part II: The Way Forward Raphael Milliere Cameron Buckner LRM 32 11 0 06 May 2024
Iterated Learning Improves Compositionality in Large Vision-Language Models Chenhao Zheng Jieyu Zhang Aniruddha Kembhavi Ranjay Krishna VLM CoGe 41 9 0 02 Apr 2024
Prompting Large Vision-Language Models for Compositional Reasoning Timothy Ossowski Ming Jiang Junjie Hu CoGe VLM LRM 30 3 0 20 Jan 2024
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach X. Chu Zhuang Li Jiahui Liu Lei Chen Yuanpei Cai Donghong Ji K. W. S. Au 23 8 0 18 Dec 2023
Compositional Policy Learning in Stochastic Control Systems with Formal Guarantees Dorde Zikelic Mathias Lechner Abhinav Verma K. Chatterjee T. Henzinger 25 9 0 03 Dec 2023
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 197 2,953 0 22 Mar 2023
Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small Kevin Wang Alexandre Variengien Arthur Conmy Buck Shlegeris Jacob Steinhardt 207 486 0 01 Nov 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 103 91 0 06 Oct 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 187 91 0 29 Sep 2022
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 234 453 0 24 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
What company do words keep? Revisiting the distributional semantics of J.R. Firth & Zellig Harris Mikael Brunila J. LaViolette 29 20 0 16 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Learning in High Dimension Always Amounts to Extrapolation Randall Balestriero J. Pesenti Yann LeCun 26 87 0 18 Oct 2021
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Mohit Bansal 87 25 0 30 Sep 2021
The paradox of the compositionality of natural language: a neural machine translation case study Verna Dankers Elia Bruni Dieuwke Hupkes CoGe 152 75 0 12 Aug 2021
Emergent Symbols through Binding in External Memory Taylor W. Webb I. Sinha J. Cohen 59 62 0 29 Dec 2020
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 220 3,054 0 23 Jan 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 234 11,568 0 09 Mar 2017