On the Paradox of Learning to Reason from Data

23 May 2022

Papers citing "On the Paradox of Learning to Reason from Data"

21 / 21 papers shown

Title
Reasoning Capabilities and Invariability of Large Language Models Alessandro Raganato Rafael Peñaloza Marco Viviani G. Pasi ReLM LRM 82 0 0 01 May 2025
Reasoning Bias of Next Token Prediction Training Pengxiao Lin Zhongwang Zhang Zhi-Qin John Xu LRM 94 2 0 21 Feb 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? Yutong Yin Zhaoran Wang LRM ReLM 143 0 0 27 Jan 2025
Benchmarking Defeasible Reasoning with Large Language Models -- Initial Experiments and Future Directions Ilias Tachmazidis Sotiris Batsakis G. Antoniou ReLM LRM 27 0 0 16 Oct 2024
Can Transformers Reason Logically? A Study in SAT Solving Leyan Pan Vijay Ganesh Jacob Abernethy Chris Esposo Wenke Lee ReLM LRM 33 0 0 09 Oct 2024
Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference Anton Xue Avishree Khare Rajeev Alur Surbhi Goel Eric Wong 55 2 0 21 Jun 2024
RLSF: Reinforcement Learning via Symbolic Feedback Piyush Jha Prithwish Jana Arnav Arora Vijay Ganesh LRM 49 3 0 26 May 2024
The pitfalls of next-token prediction Gregor Bachmann Vaishnavh Nagarajan 37 62 0 11 Mar 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 40 15 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 51 0 26 Mar 2023
Dissociating language and thought in large language models Kyle Mahowald Anna A. Ivanova I. Blank Nancy Kanwisher J. Tenenbaum Evelina Fedorenko ELM ReLM 29 209 0 16 Jan 2023
APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning Soumya Sanyal Yichong Xu Shuohang Wang Ziyi Yang Reid Pryzant W. Yu Chenguang Zhu Xiang Ren ReLM LRM 27 8 0 19 Dec 2022
A Simple, Yet Effective Approach to Finding Biases in Code Generation Spyridon Mouselinos Mateusz Malinowski Henryk Michalewski 12 7 0 31 Oct 2022
ChemAlgebra: Algebraic Reasoning on Chemical Reactions Andrea Valenti D. Bacciu Antonio Vergari OOD LRM 32 0 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Predicting the Future of AI with AI: High-quality link prediction in an exponentially growing knowledge network Mario Krenn L. Buffoni B. Coutinho S. Eppel J. Foster ... Ngoc M. Tran Francisco Valente Yangxinyu Xie Rose Yu Michael K Kopp 32 41 0 23 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 18 121 0 30 Aug 2022
Natural Language Deduction through Search over Statement Compositions Kaj Bostrom Zayne Sprague Swarat Chaudhuri Greg Durrett ReLM LRM 27 46 0 16 Jan 2022
Broaden the Vision: Geo-Diverse Visual Commonsense Reasoning Da Yin Liunian Harold Li Ziniu Hu Nanyun Peng Kai-Wei Chang 97 52 0 14 Sep 2021
Improving Graph Neural Network Representations of Logical Formulae with Subgraph Pooling M. Crouse Ibrahim Abdelaziz Cristina Cornelio Veronika Thost Lingfei Wu Kenneth D. Forbus Achille Fokoue NAI AI4CE GNN 101 36 0 15 Nov 2019