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4 results for "annotation"
- ai · arxiv/cs.AI · 5 min
Self-Evolving Skills Let Language Models Learn From Long Context
Ctx2Skill uses multi-agent loops to automatically extract and refine skills from dense context without human annotation or external feedback.
May 1, 2026 Read → - ai · arxiv/cs.LG · 6 min
Automating Dataset Creation with LLMs and Search Engines
Researchers propose ADC, a method to build large labeled datasets automatically using language models and web search, reducing manual annotation work and cost.
Apr 21, 2026 Read → - ai · hackernoon · 6 min
Why AV Data Annotation Fails at Scale and What Fixes It
Autonomous vehicle programs collapse not from bad models but from annotation pipelines that were never built to handle production volume.
Apr 18, 2026 Read → - ai · arxiv/cs.LG · 3 min
Transformer models outperform CNNs in prostate MRI segmentation
SwinUNETR achieves 5-point Dice improvement over standard UNet when trained on mixed-reader datasets, suggesting transformer attention handles annotation variability better.
Apr 17, 2026 Read →