Source Preference in the Wild: How LLM Agents Favor Items by Source, and How to Reduce It

Researchers have identified that LLM agents often exhibit a systematic bias toward specific data sources when making decisions on behalf of users, such as product purchases or literature reviews. This study highlights how source preference can influence outcomes and proposes methods to mitigate these biases to ensure more objective agent performance.