Intent2Tc: Automated Intent-to-Traffic Control Translation with Language Models

arXiv:2609.31397 · cs.NI, cs.AI, cs.CL · Submitted 2026-09-25 · Read on arXiv

cs.NI, cs.AI, cs.CL

Submitted: 2026-09-25

Updated: 2026-09-25

Terminology

• RAG — 39× in this paper · explained in 3 episodes
• Accuracy — 8× in this paper · explained in 1 episode
• Fidelity — 5× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Critique Module — 2× in this paper
• Explainability — 2× in this paper · explained in 3 episodes
• F1 Score — 2× in this paper · explained in 3 episodes
• Hallucination — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Active Queue Management — 1× in this paper
• Adaptability — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Digital Twin — 1× in this paper · explained in 4 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Hierarchical Token Bucket — 1× in this paper
• Internet Protocol — 1× in this paper
• Iterative Refinement — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Steering — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes

Sources

• Towards End-to-End Network Intent Management with Large Language Models
• Intent-Based Network for RAN Management with Large Language Models

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