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Author

Akmal Rustamov

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#small language model Open access Sep 2026

GraphThought: A Pilot Study on Graph-Structured Multi-Hop Reasoning with a Single Free-Tier LLM

Chain-of-thought (CoT) prompting elicits intermediate reasoning steps from large language models (LLMs), but treats reasoning as a strictly linear sequence. Many multi-hop questions instead decompose naturally into a small directed acyclic graph (DAG) of sub-tasks, some of which are mutually independent. We implement G...

Akmal Rustamov · 0 citations
#small language model Open access Sep 2026

GraphThought: A Pilot Study on Graph-Structured Multi-Hop Reasoning with a Single Free-Tier LLM

Chain-of-thought (CoT) prompting elicits intermediate reasoning steps from large language models (LLMs), but treats reasoning as a strictly linear sequence. Many multi-hop questions instead decompose naturally into a small directed acyclic graph (DAG) of sub-tasks, some of which are mutually independent. We implement G...

Akmal Rustamov · 0 citations

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