LLMs can infer individual domain knowledge from Slack logs with best MAE of 21.13% using Gemini 2.5 Flash, though performance varies by model and shows weak dependence on message volume.
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Twitch third-party developers' support practices on Discord create platform labor via dependence on Twitch, cross-platform switching, and the need for bridging roles between informal community help and formal platform channels.
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Can AI Guess What You Know? Performance Comparison of Large Language Models for Human Domain Knowledge Estimation From Communication Logs
LLMs can infer individual domain knowledge from Slack logs with best MAE of 21.13% using Gemini 2.5 Flash, though performance varies by model and shows weak dependence on message volume.
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Twitch Third-Party Developers' Support Seeking and Provision Practices on Discord
Twitch third-party developers' support practices on Discord create platform labor via dependence on Twitch, cross-platform switching, and the need for bridging roles between informal community help and formal platform channels.