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Author

Ali Maatouk

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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
Book Open access Aug 2026

NumCache: KV Cache Compression and Retrieval for Financial Document QA

The proposed NumCache, which compresses SEC filings into KV caches initialized from numerically dense regions and trained directly on financial QAs, is evaluated, which highlights cache-based retrieval with number-preserving representations as an effective approach for long-context financial QA.

Eftychia Makri, Peiwen Li, Yi-Dong Jiang et al. · 0 citations
Book Open access Aug 2026

NumCache: KV Cache Compression and Retrieval for Financial Document QA

Large Language Models (LLMs) are increasingly deployed in financial applications, particularly for interpreting U.S. Securities and Exchange Commission (SEC) filings. However, financial QA over these filings is challenging, as they are extremely long, numerically dense, and often require cross-document reasoning. Exist...

Eftychia Makri, Peiwen Li, Yidong Jiang et al. · 0 citations

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