An LLM-assisted pipeline applied to 4,323 governance records finds that permissionless and corporate AI agent protocols show similar participation inequality and fragmentation but denser thematic alignment in the open setting.
GPT as a Measurement Tool
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Prompt engineering and model choice yield only marginal gains in LLM rating prediction from text, with the primary ceiling determined by the information content of the input itself.
citing papers explorer
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The signal is the ceiling: Measurement limits of LLM-predicted experience ratings from open-ended survey text
Prompt engineering and model choice yield only marginal gains in LLM rating prediction from text, with the primary ceiling determined by the information content of the input itself.