Synthesis_AI
codenib-synthesis
CodeMiner Synthesis
Status: In active development. This dataset is an early work-in-progress.
Both the set of instances and the per-instance query catalog are growing, and
the schema may evolve. Counts shown below describe the current snapshot
only — they are not a final target.
A growing collection of LLM-synthesized natural-language code-search
evaluation queries, each grounded on a real code symbol from a SWE-bench instance.
Design discussion and progress tracking:… See the full description on the dataset page: https://huggingface.co/datasets/sysevol-ai/codenib-synthesis.daily-paper-2026-07-31-skill-birth-synthesis-boundary
Skill Birth: Calibrating the Synthesis-versus-Reuse Decision Boundary in Self-Evolving Agent Skill Ecosystems
TL;DR — Skill provenance (individual authoring vs. bulk import) barely predicts whether a skill is ever reused (39.0% vs 35.1%), but strongly predicts how fast and how intensively it is reused: 24x faster time-to-first-reuse (1.2 vs 29.0 days median) and 2x higher post-birth modification count (1.11 vs 0.54). The synthesis-versus-reuse decision should be based on reuse… See the full description on the dataset page: https://huggingface.co/datasets/thaki-AI/daily-paper-2026-07-31-skill-birth-synthesis-boundary.airoboros_preference_synthesis_vicuna_oa
Dataset Card for "airoboros_preference_synthesis_vicuna_oa"
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