Preprint2025
Scalable Oversight for Superhuman AI via Recursive Self-Critiquing
Unknown
This paper proposes a recursive self-critiquing framework for scalable oversight of superhuman AI, showing promising results in experiments.
0Feb 1, 2025
arXiv
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11 papersPreprint2025
Towards scalable oversight with collaborative multi-agent debate in error detection
Unknown
This paper proposes collaborative multi-agent debate for scalable oversight, improving error detection in LLM responses.
0Oct 1, 2025Large Language ModelsComputer Vision
arXiv
Preprint2025
A benchmark for scalable oversight mechanisms
Unknown
Introduces a principled benchmark for empirically evaluating scalable oversight protocols, enabling competitive comparison of methods for supervising AI systems.
0Jan 1, 2025Benchmarks
Preprint2025
A benchmark for scalable oversight protocols
Unknown
Introduces a principled benchmark for empirically studying and competitively evaluating scalable oversight protocols.
0Apr 1, 2025Benchmarks
arXiv
Preprint2024
A theoretical case-study of Scalable Oversight in Hierarchical Reinforcement Learning
Unknown
This paper formalizes scalable oversight in hierarchical reinforcement learning, studying how to scale human feedback to complex tasks.
0Jan 1, 2024Reinforcement Learning
Preprint2022
Measuring progress on scalable oversight for large language models
Unknown
This paper outlines a research paradigm for scalable oversight of large language models, based on Cotra's sandwiching approach, to improve model reliability.
0Nov 1, 2022Large Language Models
arXiv
Preprint2024
On scalable oversight with weak llms judging strong llms
Unknown
This paper explores scalable oversight protocols, specifically evaluating whether weak LLMs can effectively judge strong LLMs, and expresses optimism about debate as a scalable oversight method.
0Jan 1, 2024
Preprint2026
Scaling laws for scalable oversight
Unknown
This paper investigates scaling laws for scalable oversight, where weaker AI systems monitor stronger ones, to understand how oversight effectiveness scales with model capabilities.
0Jan 1, 2026Scaling Laws
PreprintNutrition in Clinical Practice2024
Artificial intelligence in clinical nutrition and dietetics: A brief overview of current evidence
Kiranjit Atwal
This paper provides a brief overview of AI applications in clinical nutrition and dietetics, highlighting opportunities and risks, and emphasizes the need for standardized protocols and human oversight.
22Apr 9, 2024Benchmarks
PreprintMaastricht Journal of European and Comparative Law2020
Proceduralizing control and discretion: Human oversight in artificial intelligence policy
Riikka Koulu
This paper critically examines human oversight in EU AI policy for legal decision-making, arguing it risks becoming an empty procedural safeguard without addressing inherent human limitations.
43Dec 1, 2020
PreprintarXiv.org2025
A Comprehensive Taxonomy of Hallucinations
Manuel Cossio
This paper provides a comprehensive taxonomy of LLM hallucinations, arguing their theoretical inevitability and emphasizing the need for robust detection, mitigation, and human oversight.
27Aug 3, 2025Large Language ModelsMultimodal
arXiv