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Can Large Language Models Reliably Code Qualitative Humanitarian Data? A Benchmark Study Against Human Expert Adjudication

arXiv cs.LG · 2026-06-26 Cached

This benchmark study evaluates 46 large language models against human experts for coding qualitative humanitarian data, finding that LLMs can achieve comparable reliability with structured prompts and reasoning, but require careful oversight for nuanced themes.

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#qualitative-data

@AnthropicAI: To truly understand AI’s economic impact, we’ll need to collect much more qualitative data like this. That’s why we’re …

X AI KOLs · 2026-04-22 Cached

Anthropic launches a monthly survey of Claude users to gather qualitative data on how AI is changing work, aiming to better understand AI's economic impact.

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#qualitative-data

Scaling social science research

OpenAI Blog · 2026-02-13 Cached

OpenAI releases GABRIEL, an open-source toolkit that uses GPT to convert unstructured qualitative data (text, images) into quantitative measurements for social scientists and economists. The tool enables researchers to analyze large-scale qualitative datasets more efficiently by automating repetitive labeling tasks while preserving the richness of human data.

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