21 citations · 45 across the 12 of their papers we have counts for
3 papers · 1 filter
Tasks over Application Manuals: Revealing Gaps in Long-Horizon Procedural Reasoning for Language Models
Utkarsh Soni, Syed Shariyar Murtaza, Yifan Nie +2
Large language models (LLMs) have achieved strong performance on a wide range of natural language tasks, and recent benchmarks suggest that they are increasingly adept at multi-hop…
When Synthetic Data Hurts: On Catastrophic Forgetting in Skill Retrieval for LLM Agents
Syed Shariyar Murtaza, Yifan Nie, Utkarsh Soni +2
LLM agents increasingly rely on external skills retrieved at runtime, making skill selection from large repositories a critical challenge. We present a production skill router over…
Control-Data Flow Separation: Stable Prompt Optimization in Multi-Agent LLMs
Wentao Zhang, Syed Shariyar Murtaza, Junaid Ahmad Bhatti +4
Prompt optimization can improve multi-agent LLM systems, but the prompts being optimized often serve two entangled roles: generating task-relevant content and specifying execution-…