testing change

fern/docs/pages/options/models.mdx

@@ -7,7 +7,7 @@ slug: options/models
 This page provides information about the different models used by the Prediction
 Guard API.
 
-### Hermes-2-Pro-Llama-3-8B
+## Hermes-2-Pro-Llama-3-8B
 
 A general use model that maintains excellent general task and conversation
 capabilities while excelling at JSON Structured Outputs and improving on several
@@ -33,7 +33,7 @@ Hermes Pro takes advantage of a special system prompt and multi-turn function
 calling structure with a new chatml role in order to make function calling
 reliable and easy to parse.
 
-### Nous-Hermes-Llama2-13B
+## Nous-Hermes-Llama2-13B
 
 A general use model that combines advanced analytics capabilities with a vast 13
 billion parameter count, enabling it to perform in-depth data analysis and
@@ -59,7 +59,7 @@ This model stands out for its long responses, lower hallucination rate, and
 absence of OpenAI censorship mechanisms. The fine-tuning process was performed
 with a 4096 sequence length on an 8x a100 80GB DGX machine.
 
-### Hermes-2-Pro-Mistral-7B
+## Hermes-2-Pro-Mistral-7B
 
 A general use model that offers advanced natural language understanding and
 generation capabilities, empowering applications with high-performance
@@ -88,7 +88,7 @@ Hermes Pro takes advantage of a special system prompt and multi-turn function
 calling structure with a new chatml role in order to make function calling
 reliable and easy to parse. Learn more about prompting below.
 
-### Neural-Chat-7B
+## Neural-Chat-7B
 
 A revolutionary AI model for perfoming digital conversations.
 
@@ -106,7 +106,7 @@ from mistralai/Mistral-7B-v-0.1. For more information, refer to the blog
 
 [The Practice of Supervised Fine-tuning and Direct Preference Optimization on Intel Gaudi2](https://medium.com/@NeuralCompressor/the-practice-of-supervised-finetuning-and-direct-preference-optimization-on-habana-gaudi2-a1197d8a3cd3).
 
-### llama-3-sqlcoder-8b
+## llama-3-sqlcoder-8b
 
 A state of the art AI model for generating SQL queries from natural language.
 
@@ -119,7 +119,7 @@ https://huggingface.co/defog/llama-3-sqlcoder-8b
 A capable language model for text to SQL generation for Postgres, Redshift and
 Snowflake that is on-par with the most capable generalist frontier models.
 
-### deepseek-coder-6.7b-instruct
+## deepseek-coder-6.7b-instruct
 
 DeepSeek Coder is a capable coding model trained on two trillion code and natural
 language tokens.
@@ -139,7 +139,7 @@ support project-level code completion and infilling. For coding capabilities,
 Deepseek Coder achieves state-of-the-art performance among open-source code models
 on multiple programming languages and various benchmarks.
 
-### bridgetower-large-itm-mlm-itc
+## bridgetower-large-itm-mlm-itc
 
 BridgeTower is a multimodal model for creating joint embeddings between images
 and text.
@@ -165,7 +165,7 @@ computational costs. Notably, when further scaling the model, BridgeTower
 achieves an accuracy of 81.15%, surpassing models that are pre-trained on
 orders-of-magnitude larger datasets.
 
-### llava-1.5-7b-hf
+## llava-1.5-7b-hf
 
 LLaVa is a multimodal model that supports vision and language models combined.