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Classifiers

2 GoKawiil briefs on this topic

Analysis Argues LLMs Make Poor Classifiers but Strong Feature Extractors

A technical essay examines why using large language models directly as classifiers is frustrating despite decent performance, citing problems with calibration, inability to reliably use structured data or context, and limited interpretability of prompt-following behavior. The author suggests reframing the role of LLM outputs entirely rather than treating them as final classification decisions.

Web dataset shows real 1080p browser viewports average just 920px tall

A newly published Show HN project analyzed roughly 1,000 real browser viewport measurements and found that displays marketed as 1080p typically render usable browser content at around 920 pixels of height, once toolbars, address bars, and OS chrome are accounted for. The dataset organizes results by device environment, withholding rankings until each category collects enough samples, and separates out anomalies and legacy tablet data to keep results accurate.