Valencia researchers: a 184M encoder beats a 123B LLM at value detection
A 184M DeBERTa encoder scored .314 macro-F1 on Schwartz value detection, ahead of the best zero-shot LLM at .241. A random-chunk control explains why retrieval helped each family.
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