Article

Understanding Logical Reasoning Ability of Large Language Models

2024-08-23

Abstract excerpt

Large language models have recently made significant progress in natural language processing, and there is observation that these models exhibit reasoning abilities when they are sufficiently large. This has sparked considerable research interest since reasoning is a hallmark of human intelligence that is widely considered missed in artificial intelligence systems. Due to large size of these models, evaluation of...

Topics

Open a Topic to create a Post that cites this publication.

Genomics and Rare Diseases

Identifiers and source

Literature Corpus work: 71c5ed69-f4a8-5433-8f6c-bbf8b97f8617
DOI: 10.20944/preprints202408.1712.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Understanding Logical Reasoning Ability of Large Language ModelsDOI 10.20944/preprints202408.1712.v1Read

Evaluating Logical Reasoning Ability of Large Language ModelsSemantic proximity Read

Reasoning in Large Language Models: A SurveySemantic proximity Read

Assessing Reasoning Capabilities of Commercial LLMs: A Comparative Study of Inductive and Deductive TasksSemantic proximity Read

Out-of-the-box bioinformatics capabilities of large language models (LLMs)Semantic proximity Read

Studying and improving reasoning in humans and machinesSemantic proximity Read

Private Local Large Language Model for Generating Context-Aware Responses About the Regulations of Book Four of the Civil Code of Catalonia and the Notary Profession of SpainSemantic proximity Read

Assessing the Statistical Abilities of GPT-4 as a Zero-shot Reasoner: Strengths and WeaknessesSemantic proximity Read

Towards Explainable Language Reasoning via Multi-Modal Knowledge GraphsSemantic proximity Read

LLMs4All: A Review of Large Language Models Across Academic DisciplinesSemantic proximity Read

Dimension-Direct Routing: Achieving 25% Depth Improvement in Multi- Model LLM Systems via Explicit Capability FactorizationSemantic proximity Read

Beyond Text Generation: Assessing Large Language Models' Ability to Follow Rules and Reason LogicallySemantic proximity Read

Enhancing LLM Accuracy and Reducing Hallucinations using Query Refinement Technique and Knowledge GraphsSemantic proximity Read