A Unified Definition of Hallucination, Or: It's the World Model, Stupid
https://arxiv.org/abs/2512.21577v1
AI Security Scanner - Test your AI systems for prompt injection and extraction vulnerabilities
https://github.com/ZeroLeaks/zeroleaks
Hallucination Stations: On Some Basic Limitations of Transformer-Based Language Models
https://arxiv.org/abs/2507.07505
Can Open-Source Guardrails Really Protect AI Agents?
https://blog.mozilla.ai/can-open-source-guardrails-really-protect-ai-agents/
ControlArena: A library for running AI control experiments
https://www.aisi.gov.uk/blog/introducing-controlarena-a-library-for-running-ai-control-experiments
https://control-arena.aisi.org.uk/tutorial.html
Real-Time Detection of Hallucinated Entities in Long-Form Generation
https://www.hallucination-probes.com/
From Noise to Narrative: Tracing the Origins of Hallucinations in Transformers
https://arxiv.org/pdf/2509.06938
Geometric Uncertainty for Detecting and Correcting Hallucinations in LLMs
https://arxiv.org/abs/2509.13813
Learning to Reason for Hallucination Span Detection
https://arxiv.org/abs/2510.02173
Hallucination Risk Calculator & Prompt Re-engineering Toolkit
https://github.com/leochlon/hallbayes
Let the LLM Write the Prompts: An Intro to DSPy in Compound AI Pipelines
https://openai.com/index/why-language-models-hallucinate/