Update README.md

README.md

@@ -118,25 +118,25 @@ The TinyLlama project aims to pretrain a 1.1B Llama model on 3 trillion tokens.
 
 ---
 
-# Mistral 7B v0.2
+# Mistral 7B v0.3
 
-The Mistral-7B-v0.2 Large Language Model (LLM) is a pretrained generative text model with 7 billion parameters. Mistral-7B-v0.2 outperforms Llama 2 13B on all benchmarks we tested.  
+The Mistral 7B v0.3 Large is a pretrained generative text model with 7 billion parameters. It extended vocabulary to 32768 and supports function calling.  
 
 **Model Intention:** It's a 7B large model for Q&A purpose. But it requires a high-end device to run.  
 
-**Model URL:** [https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/mistral-7b-instruct-v0.2.Q8_0.gguf?download=true](https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/mistral-7b-instruct-v0.2.Q8_0.gguf?download=true)  
+**Model URL:** [https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/Mistral-7B-Instruct-v0.3.Q3_K_M.gguf?download=true](https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/Mistral-7B-Instruct-v0.3.Q3_K_M.gguf?download=true)  
 
-**Model Info URL:** [https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2)  
+**Model Info URL:** [https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.3)  
 
 **Model License:** [License Info](https://www.apache.org/licenses/LICENSE-2.0)  
 
-**Model Description:** The Mistral-7B-v0.2 Large Language Model (LLM) is a pretrained generative text model with 7 billion parameters. Mistral-7B-v0.2 outperforms Llama 2 13B on all benchmarks we tested.  
+**Model Description:** The Mistral 7B v0.3 Large is a pretrained generative text model with 7 billion parameters. It extended vocabulary to 32768 and supports function calling.  
 
 **Developer:** [https://mistral.ai/](https://mistral.ai/)  
 
-**File Size:** 7695 MB  
+**File Size:** 3520 MB  
 
-**Context Length:** 4096 tokens  
+**Context Length:** 8192 tokens  
 
 **Prompt Format:** 
 
@@ -155,15 +155,15 @@ The Mistral-7B-v0.2 Large Language Model (LLM) is a pretrained generative text m
 
 ---
 
-# OpenChat 3.5(0106)
+# OpenChat 3.6(0522)
 
 OpenChat is an innovative library of open-source language models, fine-tuned with C-RLFT - a strategy inspired by offline reinforcement learning. Our models learn from mixed-quality data without preference labels, delivering exceptional performance on par with ChatGPT, even with a 7B model. Despite our simple approach, we are committed to developing a high-performance, commercially viable, open-source large language model, and we continue to make significant strides toward this vision.  
 
-**Model Intention:** It's a 7B large model and performs really good for Q&A. But it requires a high-end device to run.  
+**Model Intention:** the Llama-3 based version OpenChat 3.6 20240522, outperforming official Llama 3 8B Instruct. But it requires a high-end device to run.  
 
-**Model URL:** [https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/openchat-3.5-0106.Q3_K_M.gguf?download=true](https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/openchat-3.5-0106.Q3_K_M.gguf?download=true)  
+**Model URL:** [https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/openchat-3.6-8b-20240522-Q3_K_M.gguf?download=true](https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/openchat-3.6-8b-20240522-Q3_K_M.gguf?download=true)  
 
-**Model Info URL:** [https://huggingface.co/openchat/openchat_3.5](https://huggingface.co/openchat/openchat_3.5)  
+**Model Info URL:** [https://huggingface.co/openchat/openchat-3.6-8b-20240522](https://huggingface.co/openchat/openchat-3.6-8b-20240522)  
 
 **Model License:** [License Info](https://www.apache.org/licenses/LICENSE-2.0)  
 
@@ -171,14 +171,14 @@ OpenChat is an innovative library of open-source language models, fine-tuned wit
 
 **Developer:** [https://openchat.team/](https://openchat.team/)  
 
-**File Size:** 3520 MB  
+**File Size:** 4020 MB  
 
 **Context Length:** 8192 tokens  
 
 **Prompt Format:** 
 
 ```
-GPT4 User: {{prompt}}<|end_of_turn|>GPT4 Assistant: 
+GPT4 Correct User: {{prompt}}<|end_of_turn|>GPT4 Correct Assistant: 
 ```
 
 **Template Name:** Mistral  
@@ -192,11 +192,11 @@ GPT4 User: {{prompt}}<|end_of_turn|>GPT4 Assistant:
 
 ---
 
-# Phi-3 4K
+# Phi-3 Vision
 
 The Phi-3 4K-Instruct is a 3.8B parameters, lightweight, state-of-the-art open model. It is optimized for the instruction following and safety measures. It is good at common sense, language understanding, math, code, long context and logical reasoning, Phi-3 Mini-4K-Instruct showcased a robust and state-of-the-art performance among models with less than 13 billion parameters.  
 
-**Model Intention:** It's a 3B model with 4K context optimized for language understanding, math, code and logical reasoning  
+**Model Intention:** It's a Microsoft Phi-3B model with visual support. It can understand images as well as text  
 
 **Model URL:** [https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/Phi-3-mini-4k-instruct-q4.gguf?download=true](https://huggingface.co/flyingfishinwater/good_and_small_models/resolve/main/Phi-3-mini-4k-instruct-q4.gguf?download=true)