This repository contains the paper with examples demonstrating that, unlike current LLMs which generate deductive reasoning solutions through Chain-of-Thought prompting and heuristic pattern-mapping ...

ABSTRACT: This study examines the impact of Transformational Leadership (TL) on employee outcomes, specifically Job Satisfaction (JS), Employee Motivation (EM), and Innovative Work Behavior (IWB), ...

The Nature Index 2025 Research Leaders — previously known as Annual Tables — reveal the leading institutions and countries/territories in the natural and health sciences, according to their output in ...

Inductive reasoning is a critical skill that enables individuals to make sound decisions by drawing general conclusions from specific observations. Whether you’re working on a high-stakes business ...

Despite great performance on Olympiad-level reasoning problems, frontier large language models can still struggle on high school math. We study the nature of language models’ (LM) reasoning by ...

An illustration of a magnifying glass. An illustration of a magnifying glass.

The experiments assess the impact of the Natural Program deductive reasoning format across diverse datasets. Results show improvements in reasoning chain verification accuracy, although final answer ...

The Natural Program framework enhances LLM deductive reasoning by breaking complex reasoning chains into verifiable steps and using Unanimity-Plurality Voting to improve accuracy. However, despite ...

With the development of huge Large Language Models (LLMs), such as GPT-3 and GPT-4, Natural Language Processing (NLP) has developed incredibly in recent years. Based on their unusual reasoning ...