Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  use information retrieval (IR) techniques to improve a speech recognition (ASR) system. The potential benefits include improved speed, accuracy, and scalability. Where conventional HMM-based speech recognition systems decode words directly, our IR-based system first decodes subword units. These are then mapped to a target word by the IR system. In this decoupled system, the IR serves as a lightight, data-driven pronunciation model. Our proposed method is evaluated in the Windows Live Search for Mobile (WLS4M) task, and our best system has 12% fer errors than a comparable HMM classifier.  show that even using an inexpensive IR ighting scheme (TF-IDF) yields a 3% relative error rate reduction while maintaining all of the advantages of the IR approach.
['Xiaoqiang Xiao', 'Jasha Droppo', 'Alex Acero']
I am writing a research paper on a idea Information retrieval methods for automatic speech recognition
[{"from": "human", "value": "I am writing a research paper on a idea Information retrieval methods for automatic speech recognition"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  use information retrieval (IR) techniques to improve a speech recognition (ASR) system. The potential benefits include improved speed, accuracy, and scalability. Where conventional HMM-based speech recognition systems decode words directly, our IR-based system first decodes subword units. These are then mapped to a target word by the IR system. In this decoupled system, the IR serves as a lightight, data-driven pronunciation model. Our proposed method is evaluated in the Windows Live Search for Mobile (WLS4M) task, and our best system has 12% fer errors than a comparable HMM classifier.  show that even using an inexpensive IR ighting scheme (TF-IDF) yields a 3% relative error rate reduction while maintaining all of the advantages of the IR approach."}]