#llm-encoders News & Analysis

Regression Language Models for Code

Researchers have developed Regression Language Models (RLMs) that use frozen LLM encoders to predict numeric code execution outcomes across multiple programming languages and domains. A 300M parameter model demonstrates strong performance predicting memory footprint, GPU latency, neural network accuracy, and hardware platform performance without domain-specific feature engineering.