Update README.md

README.md

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 # CrystalChat
 
-We present CrystalChat, an instruction following model finetuned from [LLM360/CrystalCoder](https://huggingface.co/LLM360/CrystalCoder).
+We present CrystalChat, an instruction following model finetuned from [LLM360/CrystalCoder](https://huggingface.co/LLM360/CrystalCoder). Here's a comparison table for some popular chat models.
 
-| Model | Trained Tokens | ARC | HellaSwag | MMLU (5-shot) | GSM8K | Winogrande(5-shot) | TruthfulQA | Language Avg. | HumanEval (pass@1) | MBPP (pass@1) | Coding Avg. | Avg. of Avg.|
+| Model | Trained Tokens | Avg. of Avg.| Language Avg. | Coding Avg. | ARC | HellaSwag | MMLU (5-shot) | GSM8K | Winogrande(5-shot) | TruthfulQA | HumanEval (pass@1) | MBPP (pass@1) |
 | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
-| Mistral-7B-Instruct-v0.1 | - | 54.86 | 75.71 | 55.56 | 32.00 | 74.27 | 55.90 | 58.05 | 29.27 | 31.96 | 30.62 | 44.34 |
-| **CrystalChat 7B** | 1.4T | 51.71 | 76.12 | 53.22 | 28.05 | 70.64 | 47.29 | 53.29 | 34.12 | 39.11 | 36.62 | 44.96 |
-| CodeLlama-7b-Instruct | 2.5T | 43.35 | 66.14 | 42.75 | 15.92 | 64.33 | 39.23 | 45.29 | 34.12 | 38.91 | 36.52 | 40.91 |
-| Llama-2-7b-Chat | 2T | 53.07 | 78.39 | 48.42 | 18.88 | 73.09 | 45.30 | 52.86 | 13.26 | 17.43 | 15.35 | 34.11 |
+| **CrystalChat 7B** | 1.4T | 44.96 | 53.29 | 36.62 | 51.71 | 76.12 | 53.22 | 28.05 | 70.64 | 47.29 |  34.12 | 39.11 |
+| Mistral-7B-Instruct-v0.1 | - | 44.34 | 54.86 | 30.62 | 58.05 | 75.71 | 55.56 | 32.00 | 74.27 | 55.90 | 29.27 | 31.96 |
+| CodeLlama-7b-Instruct | 2.5T | 40.91 | 45.29 | 36.52 | 43.35 | 66.14 | 42.75 | 15.92 | 64.33 | 39.23 | 34.12 | 38.91 |
+| Llama-2-7b-Chat | 2T | 34.11 | 52.86 | 15.35 | 53.07 | 78.39 | 48.42 | 18.88 | 73.09 | 45.30 | 13.26 | 17.43 |
+|AmberChat 7B| 
 
 ## Model Description