Update README.md

README.md

@@ -29,11 +29,19 @@ model = AutoModelForCausalLM.from_pretrained("NousResearch/Yarn-Mistral-7b-128k"
 
 ## Benchmarks
 
+Long context benchmarks:
+| Model | Context Window | 8k PPL | 16k PPL | 32k PPL | 64k PPL | 128k PPL |
+|-------|---------------:|------:|----------:|-----:|-----:|------------:|
+| [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) | 8k | 2.96 | - | - | - | - |
+| [Yarn-Mistral-7b-64k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-64k) | 64k | 3.04 | 2.65 | 2.44 | 2.20 | - |
+| [Yarn-Mistral-7b-128k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-128k) | 128k | 3.08 | 2.68 | 2.47 | 2.24 | 2.19 |
+
+Short context benchmarks showing that quality degradation is minimal:
 | Model | Context Window | ARC-c | Hellaswag | MMLU | Truthful QA |
 |-------|---------------:|------:|----------:|-----:|------------:|
-| [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) | 8K | 59.98 | 83.31 | 64.16 | 42.15 |
-| [Yarn-Mistral-7b-64k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-64k) | 64K | 59.38 | 81.21 | 61.32 | 42.50 |
-| [Yarn-Mistral-7b-128k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-128k) | 128K | 58.87 | 80.58 | 60.64 | 42.46 |
+| [Mistral-7B-v0.1](https://huggingface.co/mistralai/Mistral-7B-v0.1) | 8k | 59.98 | 83.31 | 64.16 | 42.15 |
+| [Yarn-Mistral-7b-64k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-64k) | 64k | 59.38 | 81.21 | 61.32 | 42.50 |
+| [Yarn-Mistral-7b-128k](https://huggingface.co/NousResearch/Yarn-Mistral-7b-128k) | 128k | 58.87 | 80.58 | 60.64 | 42.46 |
 
 ## Collaborators