Update README.md

README.md

@@ -21,10 +21,9 @@ RAMoEA-QA is a **hierarchical generative** model for **Respiratory Audio Questio
 - **Audio Mixture-of-Experts (Audio-MoE):** routes each *(audio, question)* example to **one** pre-trained audio encoder expert.
 - **Language Mixture-of-Adapters (MoA):** selects **one** LoRA adapter on a shared **frozen** LLM backbone (GPT-2) to match query intent and answer format.
 
-> **Selected audio prefix** = aligned audio embeddings concatenated into the LLM input (soft prefix).
 
 ## Intended use
-Research and decision-support experiments on RA-QA benchmarks. **Not** a medical device.
+Research and decision-support experiments on respiratory-audio question-answering. **Not** a medical device.
 
 ## Usage
 This checkpoint is meant to be used with the accompanying codebase (audio encoder factory + routing + alignment):