Update README.md

README.md

@@ -59,3 +59,46 @@ hf_pipeline = HuggingFacePipeline(pipeline=generate_code)
 llm_chain = LLMChain(llm=hf_pipeline, prompt=prompt)
 
 print(llm_chain.predict(instruction="Write a Python function to check if a number is prime."))
+
+Known Limitations
+
+While Mirror provides high-quality code suggestions, debugging assistance, and structured programming responses, it has the following limitations:
+
+General conversation abilities are limited due to its specialization in coding-related tasks.
+Mathematical reasoning and logical inference may be weaker than models designed for general problem-solving.
+Complex multi-step reasoning in natural language might require fine-tuning on additional dialogue datasets.
+Dataset Limitations
+
+Mirror is fine-tuned on the GPT CodeFeedback dataset, which primarily focuses on code optimization and structured feedback. While it provides strong performance for technical queries, it may:
+
+Reflect biases inherent in publicly available programming datasets.
+Have limited knowledge of recent programming frameworks or libraries that emerged after its last fine-tuning session.
+Exhibit hallucinations in open-ended prompts that lack specific instructions.
+Future Development
+
+Enhancing conversational abilities by fine-tuning on instruction-heavy dialogue datasets (e.g., OpenAssistant, Dolly).
+Improving reasoning and debugging capabilities using reinforcement learning from developer interactions.
+Reducing hallucinations in long-form responses through dataset refinements.
+License
+
+Mirror is released under the Apache License 2.0 and CC-BY-SA 4.0, allowing for both commercial and research usage.
+
+Option 1: Apache License 2.0
+Mirror is licensed under the Apache License, Version 2.0 (the "License");
+you may not use this model except in compliance with the License.
+You may obtain a copy of the License at:
+
+📄 Apache 2.0 License
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+
+Option 2: Creative Commons Attribution-ShareAlike 4.0 (CC-BY-SA 4.0)
+This model's outputs (such as generated text) and non-code content are licensed under CC-BY-SA 4.0.
+
+Under this license:
+
+You must give credit when using or sharing outputs.
+You must share modifications under the same license.
+📄 CC-BY-SA 4.0 License