2 citations
3 papers
cs.IR2026
DocAnnot -- Accelerating the Creation of Key Information Extraction Datasets with GenAI-Powered Auto-annotation
Siddartha Reddy, Harikrishnan P M, Goutham Vignesh +2
Key Information Extraction (KIE) is vital for many document applications, but creating training datasets is traditionally a time-consuming manual process. We introduce DocAnnot, a…
cs.AI2026
Mixture-of-Models: Unifying Heterogeneous Agents via N-Way Self-Evaluating Deliberation
Tims Pecerskis, Aivars Smirnovs
This paper introduces the N-Way Self-Evaluating Deliberation (NSED) protocol, a Runtime Mixture-of-Models (MoM) architecture that constructs emergent composite models from a plural…
cs.CR2019★ 2 cited
Decentralized Common Knowledge Oracles
Austin K. Williams, Jack Peterson
We define and analyze three mechanisms for getting common knowledge, a posteriori truths about the world onto a blockchain in a decentralized setting. We show that, when a reasonab…