Anuj Sadani
2 papers · Latest:
Natural Language Processing
Locale-Conditioned Few-Shot Prompting Mitigates Demonstration Regurgitation in On-Device PII Substitution with Small Language Models
An on-device PII substitution pipeline uses locale-conditioned few-shot prompting to prevent SLM regurgitation, though rule-based methods aid downstream NER more.
2605.13538
Artificial IntelligenceTool Attention Is All You Need: Dynamic Tool Gating and Lazy Schema Loading for Eliminating the MCP/Tools Tax in Scalable Agentic Workflows
Tool Attention significantly reduces the "Tools Tax" in LLM agent workflows by dynamically gating tool schemas, cutting token usage by 95%.
2604.21816
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