Semantic Compression Communication on UAV Swarm Semantic Compression dataset
70.9Compression Ratio (CR)Grok-4
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Grok-4Model Category=Closed-source LLMs2025.08 | 70.9 | 85.1 | 74.7 | 96.3 | |
| Qwen3-235B-A22BModel Category=Open-source LLMs2025.08 | 68.4 | 79.5 | 72 | 94.9 | |
| GPT-4oModel Category=Closed-source LLMs2025.08 | 55.7 | 81.3 | 58.7 | 95.3 | |
| GPT-o3Model Category=Closed-source LLMs2025.08 | 44.3 | 72.9 | 46.7 | 93.2 | |
| Claude-Sonnet-4 (20250514)Model Category=Closed-source LLMs2025.08 | 43 | 72.8 | 45.3 | 93.2 | |
| Claude-Sonnet-4-Thinking (20250514)Model Category=Closed-source LLMs2025.08 | 35.4 | 49.3 | 37.3 | 58.6 | |
| DeepSeek-V3-671BModel Category=Open-source LLMs2025.08 | 35.4 | 75.1 | 37.3 | 93.8 | |
| DeepSeek-R1-671BModel Category=Open-source LLMs2025.08 | 35.4 | 74.3 | 37.3 | 93.6 | |
| LLaMA-4-Maverick-17B-128e-InstructModel Category=Open-source LLMs2025.08 | 24.1 | 71.3 | 25.3 | 64.1 |