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Flavio Petruzzellis

2 accepted papers

2025

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification

ICML 2025poster

Large Language Models (LLMs) have shown promise as robotic planners but often struggle with long-horizon and complex tasks, especially in specialized environments requiring external knowledge. While hierarchical planning and Retrieval-Augmented Generation (RAG) address some of these challenges, they…

2024

Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies

COLING 2024main

Large Language Models (LLMs) have revolutionized the field of Natural Language Processing thanks to their ability to reuse knowledge acquired on massive text corpora on a wide variety of downstream tasks, with minimal (if any) tuning steps. At the same time, it has been repeatedly shown that LLMs la…

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