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Mathematical Models Of Language by Kiefer%2c Ferenc.
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1COMPARISON OF PROBLEM-SOLVING PERFORMANCE ACROSS MATHEMATICAL DOMAINS WITH LARGE LANGUAGE MODELS
By A. Nikolaiev, O. Derevianchenko
This study investigates problem-solving performance across four mathematical domains, using statistical techniques to analyse domain-specific differences. By leveraging the NuminaMath-TIR dataset, we categorized problems into algebra, geometry, number theory, and combinatorics, selecting 8,000 problems for the analysis. Models including GPT-4o-mini, Mathstral-7B, Qwen2.5-Math-7B, and Llama-3.1-8B-Instruct were applied to assess answer correctness. Significant differences in solution accuracy were identified, with algebra showing the highest correctness rates and combinatorics the lowest. The results highlight the impact of domain on model performance and suggest the potential for tool-integrated reasoning (TIR) techniques to enhance consistency across domains. Future work can explore targeted model training improvements, aiming to optimize educational technologies and adaptive learning systems.
“COMPARISON OF PROBLEM-SOLVING PERFORMANCE ACROSS MATHEMATICAL DOMAINS WITH LARGE LANGUAGE MODELS” Metadata:
- Title: ➤ COMPARISON OF PROBLEM-SOLVING PERFORMANCE ACROSS MATHEMATICAL DOMAINS WITH LARGE LANGUAGE MODELS
- Author: ➤ A. Nikolaiev, O. Derevianchenko
- Language: English
“COMPARISON OF PROBLEM-SOLVING PERFORMANCE ACROSS MATHEMATICAL DOMAINS WITH LARGE LANGUAGE MODELS” Subjects and Themes:
- Subjects: Artificial Intelligence - Mathematical Problems - Natural Language Processing - Large Language Models - Automated Reasoning
Edition Identifiers:
- Internet Archive ID: ➤ httpsjai.in.uaindex.phpenissuespaper_num1648
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The book is available for download in "texts" format, the size of the file-s is: 8.36 Mbs, the file-s for this book were downloaded 26 times, the file-s went public at Sun Jan 19 2025.
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