When LLMs make group decisions from compressed discussion summaries, the memory strategy matters less than the actual evidence balance it preserves—and both common heuristics (rarity and relevance) fail to preserve it correctly.
This paper reveals how LLM group decisions fail when discussions are compressed into memory. Testing two common strategies—keeping rare claims or relevant claims—the authors show both fail predictably on hidden-profile tasks.