{"slug": "antena-actionable-and-explainable-tensor-analysis-system-with-large-language", "title": "AnTenA: Actionable and Explainable Tensor Analysis System with Large Language Models", "summary": "Researchers propose AnTenA, a system that uses large language models to explain hidden patterns in multi-aspect data without relying on potentially inaccurate labels or metadata. The system employs tensor decomposition and LLM prompts for explanation, evaluated through forward and backward inference tasks.", "body_md": "arXiv:2606.28708v1 Announce Type: new\nAbstract: Accurately explaining hidden patterns in multi-aspect data has typically been done by leveraging labels and/or accompanying auxiliary metadata. However, labels and auxiliary data may be inaccurate (e.g. nonstandard, inconsistent), insufficient (e.g. static tabular metadata for time-dependent recordings), or unavailable. %\nWe propose \\fullmethod (\\method), which leverages the knowledge of large language models (LLMs) to explain the hidden patterns in human narratives. \\method uses task-agnostic and task-specific prompts to explain extracted co-clustered latent patterns from tensor decomposition. To evaluate these explanations, we test the LLMs on forward and backward inference tasks. % Our demo system is available at https://github.com/dawonahn/ECML_PKDD_AnTenA.", "url": "https://wpnews.pro/news/antena-actionable-and-explainable-tensor-analysis-system-with-large-language", "canonical_source": "https://arxiv.org/abs/2606.28708", "published_at": "2026-06-30 04:00:00+00:00", "updated_at": "2026-06-30 04:27:28.866323+00:00", "lang": "en", "topics": ["large-language-models", "machine-learning", "artificial-intelligence"], "entities": ["AnTenA", "arXiv"], "alternates": {"html": "https://wpnews.pro/news/antena-actionable-and-explainable-tensor-analysis-system-with-large-language", "markdown": "https://wpnews.pro/news/antena-actionable-and-explainable-tensor-analysis-system-with-large-language.md", "text": "https://wpnews.pro/news/antena-actionable-and-explainable-tensor-analysis-system-with-large-language.txt", "jsonld": "https://wpnews.pro/news/antena-actionable-and-explainable-tensor-analysis-system-with-large-language.jsonld"}}