2 papers
cs.CL2026
RAS: Reflection-Augmented Scaling with In-Context Learning for Executable Cypher Query Generation
Minseok Jung, Abhas Ricky, Muhammad Rameez Chatni
Inference-time scaling can reduce errors in structured query generation, but methods to allocate the compute for query code generation remains underexplored. We study Text2Cypher,…
cs.LG2025
3D Optimization for AI Inference Scaling: Balancing Accuracy, Cost, and Latency
Minseok Jung, Abhas Ricky, Muhammad Rameez Chatni
AI inference scaling is often tuned through 1D heuristics (a fixed reasoning pass) or 2D bivariate trade-offs (e.g., accuracy vs. compute), which fail to consider cost and latency…