Fix links in doc

Author: Rohan-Bierneni

docs/reference/models/supported_models_and_architectures.md

@@ -80,13 +80,12 @@ The following summarizes observed runtime efficiency and scaling behaviors of Ma
 
 - **Model Implementation Guides & Source Code:**
 
-  - **Llama**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/llama2/run_llama2.md) | [Llama2 and Llama3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/llama2.py) | [Llama4 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/llama4.py)
-  - **Gemma**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gemma/Run_Gemma.md) | [Gemma Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma.py) | [Gemma2 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma2.py) | [Gemma3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gemma3.py)
-  - **Mixtral**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/mixtral/Run_Mixtral.md) | [Mixtral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/mixtral.py) | [Mistral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/mistral.py)
-  - **DeepSeek**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/deepseek/Run_DeepSeek.md) | [DeepSeek Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/deepseek.py)
-  - **Qwen3**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/moe/run_qwen_moe.md) | [Qwen3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/qwen3.py)
-  - **Qwen3-Next** [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/next/run_qwen3_next.md) | [Qwen3-Next Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/qwen3.py)
-  - **GPT-OSS**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gpt_oss/run_gpt_oss.md) | [GPT-OSS Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/MaxText/layers/gpt_oss.py)
+  - **Llama**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/llama2/run_llama2.md) | [Llama2 and Llama3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/llama2.py) | [Llama4 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/llama4.py)
+  - **Gemma**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gemma/Run_Gemma.md) | [Gemma Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma.py) | [Gemma2 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma2.py) | [Gemma3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gemma3.py)
+  - **Mixtral**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/mixtral/Run_Mixtral.md) | [Mixtral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/mixtral.py) | [Mistral Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/mistral.py)
+  - **DeepSeek**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/deepseek/Run_DeepSeek.md) | [DeepSeek Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/deepseek.py)
+  - **Qwen3**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/moe/run_qwen_moe.md) | [Qwen3-Next Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/qwen/next/run_qwen3_next.md) | [Qwen3 Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/qwen3.py) | [Qwen3-Next Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/qwen3.py)
+  - **GPT-OSS**: [Guide](https://github.com/AI-Hypercomputer/maxtext/blob/main/tests/end_to_end/tpu/gpt_oss/run_gpt_oss.md) | [GPT-OSS Source](https://github.com/AI-Hypercomputer/maxtext/blob/main/src/maxtext/models/gpt_oss.py)
 
 - **Technical Explanations:**