Defines documentation-to-code equivalence and introduces Documentary to generate matching docs for 53.4% of function snippets, raising LLM output prediction accuracy by 12.8-24.5% over human-written docs.
Treefix: Enabling execution with a tree of prefixes
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
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cs.SE 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
BootstrapAgent distills repository bootstrapping heuristics into a persistent .bootstrap contract via multi-agent evidence extraction, Docker verification, and trace-driven repair, reporting 92.9% success and efficiency gains on three benchmarks.
citing papers explorer
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Natural Language-Focused Software Engineering via Code-Documentation Equivalence
Defines documentation-to-code equivalence and introduces Documentary to generate matching docs for 53.4% of function snippets, raising LLM output prediction accuracy by 12.8-24.5% over human-written docs.
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BootstrapAgent: Distilling Repository Setup into Reusable Agent Knowledge
BootstrapAgent distills repository bootstrapping heuristics into a persistent .bootstrap contract via multi-agent evidence extraction, Docker verification, and trace-driven repair, reporting 92.9% success and efficiency gains on three benchmarks.