论文名:FOLIO:使用一阶逻辑进行自然语言推理AI 总结:目标: 提出 FOLIO,一个面向自然语言理解(NL)推理的数据集,它包含一阶逻辑(FOL)注释,旨在评估和改进大型语言模型(LLMs)在复杂逻辑推理任务上的性能。 动机:…
A reasoning algorithm is a logical approach used in AI systems to apply rules to a knowledge graph, revealing new facts and relationships. It can be implemented inductively or deductively, with the rule-based reasoning algorithm being a well-known example in expert systems. ...
logic, uncertainty, fuzzy logic, probability logic, uncertain reasoning, modal logic Van-Nam Huynh, PhD Japan Advanced Institute of Science and Technology, Nomi, Japan Machine Learning, Data Mining, AI Reasoning, Argumentation, Decision Making, Kansei Information Processing ...
The paper introduces real logic: a framework that seamlessly integrates logical deductive reasoning with efficient, data-driven relational learning. Real logic is based on full first order language. Terms are interpreted in n-dimensional feature vectors, while predicates are interpreted in fuzzy sets. ...
Abstract This chapter provides a way of integrating the concepts of neuro-fuzzy computing and case based reasoning for designing an efficient decision support system. Multilayer networks with fuzzy AND-neurons as hidden nodes and fuzzy OR-neurons as output nodes are used for this purpose. Lingustic...
verifying a mathematical proof or ensuring logical consistency of an answer by calling on an exact, rule-based system embedded in its architecture. Such aneural-symbolic synergywould let the AI reason with the creativity of neural networksandthe precision of symbolic logic. Early signs of this ...
nlpmachine-learningaireading-comprehensionlogical-reasoning UpdatedJun 29, 2023 Python Load more… Add a description, image, and links to thelogical-reasoningtopic page so that developers can more easily learn about it. To associate your repository with thelogical-reasoningtopic, visit your repo's ...
Part of FLAIRS-38 ( http://www.flairs-38.info/ ) in Florida, Daytona Beach. Special track website: https://ur-flairs.github.io/2025/ ## Overview ## Many problems in AI (in reasoning, planning, learning, perception and robotics) require the agent to operate with incomplete or uncertain...
In the chapter, we will deal with the automated reasoning, or reasoning for short. There are several kinds of reasoning. Deductive reasoning or logic deduction, is the reasoning from one or more general premises to reach a logical conclusion. Traditional logic reasoning based on the first order...
One or more embodiments of the invention provide a method, apparatus, and article of manufacture for refining an approximate location of a mobile device using fuzzy logic