Update README.md

README.md

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 This model was converted to GGUF format from [`aquigpt/open0-2-lite`](https://huggingface.co/aquigpt/open0-2-lite) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
 Refer to the [original model card](https://huggingface.co/aquigpt/open0-2-lite) for more details on the model.
 
+## Performance Benchmarks
+
+Aqui-open0-2 Lite demonstrates exceptional performance across multiple challenging benchmarks, significantly outperforming other models in its size class:
+
+| Benchmark | Aqui-open0-2 Lite (1.72B) | Gemma 3 (1B) | Qwen3 (2.03B) | Llama 3.2 (1.24B) | LFM2 (1.17B) |
+|-----------|---------------------------|---------------|----------------|-------------------|---------------|
+| **MMLU (General Knowledge)** | **67.5%** | 40.1% | _59.1%_ | 46.6% | 55.2% |
+| **GPQA (Science)** | **31.8%** | 19.2% | _27.7%_ | 19.6% | 31.5% |
+| **IFEval (Instruction Following)** | **73.4%** | 62.9% | _68.4%_ | 52.4% | 74.5% |
+| **GSM8K (Grade School Math)** | **63.2%** | _59.6%_ | 51.4% | 35.7% | 58.3% |
+| **MGSM (Multilingual)** | **70.2%** | 43.6% | _66.6%_ | 29.1% | 55.0% |
+| **Average Performance** | **61.2%** | 45.1% | _54.6%_ | 36.7% | 54.9% |
+
+*Bold: Best performance, Italics: Second best*
+
+
 ## Use with llama.cpp
 Install llama.cpp through brew (works on Mac and Linux)