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Research questionHow can LLMs reliably retrieve and reason over complex tables in 3GPP specifications, with or without table context?Telecom specifications contain technical information in tables that requires both domain knowledge and structural interpretation. Supplying the table reduces retrieval demands, but accuracy still falls as reasoning depth, evidence scope, and table complexity increase.
AI
Evaluation & Benchmarks
Natural Language Processing
Reasoning
Technology
Latest papersRecent research connected to this question, newest first.TeleTables: A Benchmark for Large Language Models in Telecom Table InterpretationThe evidence comes from TeleTables, which contains 2,220 tables from 13 3GPP specifications in four formats and 500 human-verified multiple-choice questions ranging from direct retrieval to multi-step reasoning. It evaluates 20 open-weight models, including general-purpose, multimodal, reasoning, and table-specialized systems, finding distinct limitations in closed-book knowledge and context-based table reasoning.research paper · Sep 4, 2026
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