Semantic direction stratification yields the best diversity-quality-compute frontier for parallel LLM ideation across creative tasks.
Dive: Diversified iterative self-improvement
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.AI 2years
2026 2roles
background 1polarities
background 1representative citing papers
Analogical reasoning increases LLM solution diversity by 90-173% and novelty rate to over 50%, delivering up to 13-fold gains on biomedical tasks including perturbation prediction and cell communication.
citing papers explorer
-
Anchorless Diversification for Parallel LLM Ideation
Semantic direction stratification yields the best diversity-quality-compute frontier for parallel LLM ideation across creative tasks.
-
Unlocking LLM Creativity in Science through Analogical Reasoning
Analogical reasoning increases LLM solution diversity by 90-173% and novelty rate to over 50%, delivering up to 13-fold gains on biomedical tasks including perturbation prediction and cell communication.