Promptbreeder evolves both task prompts and the mutation prompts that improve them using LLMs, outperforming Chain-of-Thought and Plan-and-Solve on arithmetic and commonsense reasoning benchmarks.
Title resolution pending
2 Pith papers cite this work, alongside 7 external citations. Polarity classification is still indexing.
2
Pith papers citing it
7
external citations · external index
verdicts
UNVERDICTED 2representative citing papers
Causal Agent Replay attributes LLM agent failures via do-interventions on step-level structural causal models, using contrastive estimators and Monte-Carlo Shapley values validated on synthetic ground truth.
citing papers explorer
-
Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution
Promptbreeder evolves both task prompts and the mutation prompts that improve them using LLMs, outperforming Chain-of-Thought and Plan-and-Solve on arithmetic and commonsense reasoning benchmarks.
-
Causal Agent Replay: Counterfactual Attribution for LLM-Agent Failures
Causal Agent Replay attributes LLM agent failures via do-interventions on step-level structural causal models, using contrastive estimators and Monte-Carlo Shapley values validated on synthetic ground truth.