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S. A. R. Zaidi

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Preprint Aug 2026

OTel: Building Domain-Specialized Telecom LLM Foundations for Intelligent Networks

Frontier AI models have advanced rapidly, but they still struggle with telecom-specific tasks. We present Open Telco (OTel), an open telecom AI resource with derived datasets for retrieval, reranking, instruction tuning, and safety/abstention, plus 30 full-parameter post-trained baselines across embedding, reranking, a...

Farbod Tavakkoli, Roderic W. Paulk, J. Terrazas et al. · 0 citations
#artificial intelligence Preprint Sep 2026

The Capability Manifold and ML Scaling Laws

This work introduces a capability manifold, a multidimensional framework mapping downstream capabilities to pre-training, post-training, and test-time resources through bounded scaling functions, and embeds Kaplan- and Chinchilla-type scaling laws and test-time compute within the framework, demonstrating how existing s...

S. A. R. Zaidi, Maryam Hafeez · 0 citations

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