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Adam Elwood

2 accepted papers

2025

An LLM-Based Approach for Insight Generation in Data Analysis

NAACL 2025long

Generating insightful and actionable information from databases is critical in data analysis. This paper introduces a novel approach using Large Language Models (LLMs) to automatically generate textual insights. Given a multi-table database as input, our method leverages LLMs to produce concise, tex…

Cited by 0SourcePDFScholar
2025

Small Encoders Can Rival Large Decoders in Detecting Groundedness

ACL 2025finding

Augmenting large language models (LLMs) with external context significantly improves their performance in natural language processing (NLP) tasks. However, LLMs struggle to answer queries reliably when the provided context lacks information, often resorting to ungrounded speculation or internal know…

Cited by 0SourcePDFScholar