Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models

Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models

27 February 2025

Declan Campbell

Jonathan D. Cohen

Papers citing "Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models"

11 / 11 papers shown

Title
Spectral Policy Optimization: Coloring your Incorrect Reasoning in GRPO Peter Chen Xiaopeng Li Zhiyu Li Xi Chen Tianyi Lin 59 0 0 16 May 2025
Page Classification for Print Imaging Pipeline Shaoyuan Xu Cheng Lu Mark Shaw Peter Bauer J. Allebach VLM 61 0 0 03 Apr 2025
Using the Tools of Cognitive Science to Understand Large Language Models at Different Levels of Analysis Alexander Ku Declan Campbell Xuechunzi Bai Jiayi Geng Ryan Liu ... Ilia Sucholutsky Veniamin Veselovsky Liyi Zhang Jian-Qiao Zhu Thomas L. Griffiths ELM 119 4 0 17 Mar 2025
Function Vectors in Large Language Models Eric Todd Millicent Li Arnab Sen Sharma Aaron Mueller Byron C. Wallace David Bau 48 112 0 23 Oct 2023
Evaluating Cognitive Maps and Planning in Large Language Models with CogEval Ida Momennejad Hosein Hasanbeig Felipe Vieira Frujeri Hiteshi Sharma Robert Osazuwa Ness Nebojsa Jojic Hamid Palangi Jonathan Larson ELM LLMAG LRM 52 69 0 25 Sep 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 79 367 0 29 May 2023
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 298 494 0 24 Sep 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 88 186 0 14 Jul 2022
Locating and Editing Factual Associations in GPT Kevin Meng David Bau A. Andonian Yonatan Belinkov KELM 166 1,308 0 10 Feb 2022
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 506 129,831 0 12 Jun 2017
Direct and Indirect Effects Judea Pearl CML 78 2,162 0 10 Jan 2013