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Tommaso Soru

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#artificial intelligence Preprint Sep 2026

Semantic Bayesian World Models

Semantic Bayesian World Models are envisioned: a Web that describes the world not as a database of facts but as a shared, evolving fabric of beliefs over knowledge graphs, where ontological axioms constrain priors, observations update beliefs by Bayesian conditioning, and actions intervene upon the world.

Tommaso Soru · 0 citations
Preprint Aug 2026

Towards Researcher Agents for Knowledge-Graph Question Answering

This work presents an agentic text-to-SPARQL system that goes one step beyond static tool-using agents: a researcher agent that, after each round of inference on a validation set, proposes and tests changes to its own prompts, rules, and tool-orchestration code.

Tommaso Soru, Abdulsobur Oyewale · 0 citations

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