3 papers
cs.CL2026
H2LooP Telecom Model v1: From Telecom Comprehension to Autonomous Issue and PR Resolution
Amit Singh, Vedant Nipane, Mayank Goel +2
We present H2LooP Telecom Model v1, a domain-specialized large language models fine-tuned for the telecommunications industry. We release two domain-adapted model variants serving…
cs.LG2026
H2LooP Spark Preview: Continual Pretraining of Large Language Models for Low-Level Embedded Systems Code
Amit Singh, Vedant Nipane, Pulkit Agrawal +2
Large language models (LLMs) demonstrate strong code generation abilities in general-purpose programming languages but remain limited in specialized domains such as low-level embed…
cs.SE2026
SpecMap: Hierarchical LLM Agent for Datasheet-to-Code Traceability Link Recovery in Systems Engineering
Vedant Nipane, Pulkit Agrawal, Amit Singh
Establishing precise traceability between embedded systems datasheets and their corresponding code implementations remains a fundamental challenge in systems engineering, particula…