Compact control-oriented strategy genes outperform documentation-heavy skill packages for test-time guidance and iterative experience evolution on scientific coding tasks.
Self-refine: Iterative refinement with self-feedback
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2representative citing papers
TCFT trains LLMs on temporal critique tasks to reduce post-cutoff knowledge leakage by 37-42 percentage points over prompting and standard SFT on Qwen models.
citing papers explorer
-
From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution
Compact control-oriented strategy genes outperform documentation-heavy skill packages for test-time guidance and iterative experience evolution on scientific coding tasks.
-
Teaching Large Language Models When Not to Know: Learning Temporal Critique for Ex-Ante Reasoning
TCFT trains LLMs on temporal critique tasks to reduce post-cutoff knowledge leakage by 37-42 percentage points over prompting and standard SFT on Qwen models.