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cs.CL2026
Researchers waste 80% of LLM annotation costs by classifying one text at a time
Christian Pipal, Eva-Maria Vogel, Morgan Wack +1
Large language models (LLMs) are increasingly being used for text classification across the social sciences, yet researchers overwhelmingly classify one text per variable per promp…
cs.HC2026
The Laziness of the Crowd: Effort Aversion Among Raters Risks Undermining the Efficacy of X's Community Notes Program
Morgan Wack, Patrick Warren, Mustafa Alam
Crowdsourced moderation systems like Twitter/X's Community Notes program have been proposed as scalable alternatives to professional fact-checkers for combating online misinformati…