We analyzed thousands of annotations from LLMs, crowdworkers, and experts on 200 real-world conversations
And specifically looked at 21 sub-components of empathic communication from 4 evaluative frameworks
The result? LLMs consistently matched expert judgments better than crowdworkers did! 🔥