#Data Efficiency

3 articles with this tag

LLM Self-Reflection Drives Data Efficiency
AI Research

LLM Self-Reflection Drives Data Efficiency

SRPO framework enables LLMs to self-reflect on errors, generating dense training signals that drastically improve data efficiency and achieve SOTA on reasoning and agentic benchmarks.

about 2 months ago
Data is the Real AI Bottleneck, Say Flapping Airplanes Founders
Artificial Intelligence

Data is the Real AI Bottleneck, Say Flapping Airplanes Founders

Ben and Asher Spector of Flapping Airplanes argue data efficiency is AI's next frontier, requiring new systems to unlock novel algorithms and democratize AI development.

5 months ago
UniT: Bridging Human Data to Humanoids
AI Research

UniT: Bridging Human Data to Humanoids

UniT tackles humanoid foundation model data scarcity by creating a universal physical language from human data, enabling efficient transfer and zero-shot capabilities.

6 months ago