From Lexical Baselines to Agentic Retrieval-Augmented Generation: Structured Skill and Responsibility-Level Extraction with the SFIA Framework

arXiv:2609.35806 · cs.CL, cs.AI · Submitted 2026-09-19 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-09-19

Updated: 2026-09-19

Code: https://github.com/prdai/sfia-structured-skill-extraction

Terminology

• RAG — 15× in this paper · explained in 3 episodes
• Verifier — 10× in this paper · explained in 2 episodes
• Accuracy — 6× in this paper · explained in 1 episode
• Benchmark — 4× in this paper · explained in 2 episodes
• Fidelity — 4× in this paper · explained in 2 episodes
• International Conference on Learning Representations — 4× in this paper
• Skills Framework for the Information Age — 3× in this paper
• Agentic Retrieval — 2× in this paper · explained in 1 episode
• International Conference on Machine Learning — 2× in this paper
• Multi-Agent System — 2× in this paper · explained in 6 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• AI Agents — 1× in this paper · explained in 2 episodes
• Agentic AI — 1× in this paper · explained in 1 episode
• Agentic Evaluation — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Frozen model — 1× in this paper · explained in 3 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Grounding — 1× in this paper · explained in 3 episodes
• Transformer Models — 1× in this paper · explained in 2 episodes

Sources

• Large Language Models as Batteries-Included Zero-Shot ESCO Skills Matchers
• A Multi-Stage Framework with Taxonomy-Guided Reasoning for Occupation Classification Using Large Language Models
• Retrieval-Augmented Generation for Large Language Models: A Survey
• Blended RAG: Improving RAG (Retriever-Augmented Generation) Accuracy with Semantic Search and Hybrid Query-Based Retrievers
• Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
• From Local to Global: A Graph RAG Approach to Query-Focused Summarization

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