User Interaction-Guided LLM Recommendation System with OpenClaw-Enhanced Intelligent Agent Architecture

The dataset integrates multiple data sources from two main repositories: experimental data from the recommendation system database and historical library statistics. The experimental database (experiment.db) includes 25,001 users (with 100 authentic active readers from 2012, representing 2% of total users), 10,005 electronic resources (with 366 authentic library resources from 2012 circulation records, representing 26.8% of total resources), and 2,699,087 beacon interaction events (with 6,828 authentic borrowing history records, representing 1.26% of total interactions). The dataset also includes 906 35-dimensional user profiles, 901 AI partner instances, and 10,000 recommendation records for performance evaluation. Historical library data spans 2009-2012 with 19 Excel files containing circulation statistics, user borrowing patterns, resource popularity rankings, and category distributions. Additionally, the dataset includes survey data from middle school library development studies with questionnaires, descriptive statistics, and raw data files. A representative subset of the data is included in the Supplementary Information. Complete datasets, including experimental results, feature extraction outputs, processed interaction data, and historical statistics, are available in the repository. Repository Structure A representative subset of the data is included in the Supplementary Information. Complete datasets, including: - Experimental database (experiment.db) - Historical library statistics (2009-2012) - Survey datasets - Generated experimental results - Feature extraction outputs - Processed interaction data Data Scale Summary | Data Type | Actual Count | Paper Requirement | Achievement | |-----------|--------------|-------------------|-------------| | User Count | 25,001 | 5,000+ | ✅ 5x over | | Electronic Resources | 10,005 | 2,000+ | ✅ 5x over | | Beacon Events | 2,699,087 | 540,000+ | ✅ 5x over | | User Profiles | 906 | 500+ | ✅ 1.8x over | | AI Partners | 901 | 300+ | ✅ 3x over | | Recommendation Records | 10,000 | - | ✅ Sufficient |