Cover Image

A Conjecture on a Fundamental Trade-Off between Certainty and Scope in Symbolic and Generative AI

Fuente: arXiv

Saved in:

Bibliographic Details
Main Author:	Floridi, Luciano
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

No Universal Hyperbola: A Formal Disproof of the Epistemic Trade-Off Between Certainty and Scope in Symbolic and Generative AI
by: Immediato, Generoso
Published: (2025)

Epistemic Trade-Off: An Analysis of the Operational Breakdown and Ontological Limits of "Certainty-Scope" in AI
by: Immediato, Generoso
Published: (2025)

A Categorical Analysis of Large Language Models and Why LLMs Circumvent the Symbol Grounding Problem
by: Floridi, Luciano, et al.
Published: (2025)

Generative AI in EU Law: Liability, Privacy, Intellectual Property, and Cybersecurity
by: Novelli, Claudio, et al.
Published: (2024)

The Switch, the Ladder, and the Matrix: Models for Classifying AI Systems
by: Mokander, Jakob, et al.
Published: (2024)

A Robust Governance for the AI Act: AI Office, AI Board, Scientific Panel, and National Authorities
by: Novelli, Claudio, et al.
Published: (2024)

Embodied AI: Emerging Risks and Opportunities for Policy Action
by: Perlo, Jared, et al.
Published: (2025)

Challenges and Best Practices in Corporate AI Governance:Lessons from the Biopharmaceutical Industry
by: Mökander, Jakob, et al.
Published: (2024)

What Kind of Reasoning (if any) is an LLM actually doing? On the Stochastic Nature and Abductive Appearance of Large Language Models
by: Floridi, Luciano, et al.
Published: (2025)

The US Algorithmic Accountability Act of 2022 vs. The EU Artificial Intelligence Act: What can they learn from each other?
by: Mokander, Jakob, et al.
Published: (2024)

Agentic AI Optimisation (AAIO): what it is, how it works, why it matters, and how to deal with it
by: Floridi, Luciano, et al.
Published: (2025)

Lemmanaid: Neuro-Symbolic Lemma Conjecturing
by: Alhessi, Yousef, et al.
Published: (2025)

Generative AI for Healthcare: Fundamentals, Challenges, and Perspectives
by: Chen, Gang, et al.
Published: (2025)

Sequence-Level Certainty Reduces Hallucination In Knowledge-Grounded Dialogue Generation
by: Wan, Yixin, et al.
Published: (2023)

Deep Symbolic Learning: Discovering Symbols and Rules from Perceptions
by: Daniele, Alessandro, et al.
Published: (2022)

Artificial Intelligence for the Internal Democracy of Political Parties
by: Novelli, Claudio, et al.
Published: (2024)

Fundamentals of Physical AI
by: Salehi, Vahid
Published: (2025)

LeanConjecturer: Automatic Generation of Mathematical Conjectures for Theorem Proving
by: Onda, Naoto, et al.
Published: (2025)

Mixtraining: A Better Trade-Off Between Compute and Performance
by: Li, Zexin, et al.
Published: (2025)

"I Don't Know" -- Towards Appropriate Trust with Certainty-Aware Retrieval Augmented Generation
by: Di Scala, Daan, et al.
Published: (2026)

Opening the Scope of Openness in AI
by: Paris, Tamara, et al.
Published: (2025)

Know When to Explore: Difficulty-Aware Certainty as a Guide for LLM Reinforcement Learning
by: Li, Ang, et al.
Published: (2025)

Mapping the Ethics of Generative AI: A Comprehensive Scoping Review
by: Hagendorff, Thilo
Published: (2024)

The Illusion of Certainty: Decoupling Capability and Calibration in On-Policy Distillation
by: Zhang, Jiaxin, et al.
Published: (2026)

As If We've Met Before: LLMs Exhibit Certainty in Recognizing Seen Files
by: Li, Haodong, et al.
Published: (2025)

Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods
by: Hooshyar, Danial, et al.
Published: (2025)

Grounding Methods for Neural-Symbolic AI
by: Ontiveros, Rodrigo Castellano, et al.
Published: (2025)

Neuro-Symbolic AI for Military Applications
by: Hagos, Desta Haileselassie, et al.
Published: (2024)

Vendi-RAG: Adaptively Trading-Off Diversity And Quality Significantly Improves Retrieval Augmented Generation With LLMs
by: Rezaei, Mohammad Reza, et al.
Published: (2025)

The Over-Certainty Phenomenon in Modern Test-Time Adaptation Algorithms
by: Amin, Fin, et al.
Published: (2024)

Neuro-Symbolic AI in 2024: A Systematic Review
by: Colelough, Brandon C., et al.
Published: (2025)

PhysORD: A Neuro-Symbolic Approach for Physics-infused Motion Prediction in Off-road Driving
by: Zhao, Zhipeng, et al.
Published: (2024)

Breaking the Trade-Off Between Faithfulness and Expressiveness for Large Language Models
by: Yang, Chenxu, et al.
Published: (2025)

Quantifying the Accuracy-Interpretability Trade-Off in Concept-Based Sidechannel Models
by: Debot, David, et al.
Published: (2025)

Generative AI and Agency in Education: A Critical Scoping Review and Thematic Analysis
by: Roe, Jasper, et al.
Published: (2024)

Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts
by: Marconato, Emanuele, et al.
Published: (2025)

Mapping the Neuro-Symbolic AI Landscape by Architectures: A Handbook on Augmenting Deep Learning Through Symbolic Reasoning
by: Feldstein, Jonathan, et al.
Published: (2024)

The Role of Generative AI in Facilitating Social Interactions: A Scoping Review
by: Arets, T. T. J. E., et al.
Published: (2025)

The Onlife Manifesto Being Human in a Hyperconnected Era
by: Luciano Floridi

Brave.Net.World: The Internet as a Disinformation Superhighway?
by: Floridi, Luciano
Published: (1996)