PEC-Home (RAG) - Dynamic Preferences Level 2: leaderboard
Metric: Execution accuracy (%; 712 smart-home commands at ellipsis level 2 of 4 (progressively elliptical), functionally correct device operations; dialogue history retrieved from a vector store, top-3). Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 2.5 7B Instruct | 91.57 |
| 2 | Gemma 2 27B (IT) | 88.37 |
| 3 | GPT-4o | 88.34 |
| 4 | Qwen 2.5 32B Instruct | 79.92 |
| 5 | Gemma 2 9B (IT) | 79.78 |
| 6 | Qwen 2.5 72B Instruct | 79.21 |
| 7 | DeepSeek V3 | 78.65 |
| 8 | Mistral 7B Instruct (v0.3) | 70.93 |
| 9 | Qwen 2.5 14B Instruct | 66.57 |
| 10 | Llama 3.1 8B Instruct | 58.29 |
Interactive version: theaggregate.ai/benchmark?slug=pec-home-rag-dynamic-preferences-level-2 · How It Works · Data refreshed daily, snapshot 2026-09-26.