Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Combining the output of several speech decoders is considered to be one of the most efficient approaches to reducing the Word Error Rate (WER) in automatic speech transcription. The Recognizer Output Voting Error Reduction (ROVER) is a ll known procedure for systems' combination. Hover, this technique's performance has reached a plateau due to the limitation of the current voting schemes. The ROVER voting algorithms proposed originally rely on the frequency of occurrences and word level confidences, which leads to randomly broken ties and poor voting outcomes due to the unreliability of the decoder's confidence scores.  presents a pattern-matching-based voting scheme which has shown to reduce even further the WER.
['Milad Alemzadeh', 'Kacem Abida', 'Richard Khoury', 'Fakhri Karray']
I am writing a research paper on a idea Enhancement of the ROVER's voting scheme using pattern matching
[{"from": "human", "value": "I am writing a research paper on a idea Enhancement of the ROVER's voting scheme using pattern matching"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Combining the output of several speech decoders is considered to be one of the most efficient approaches to reducing the Word Error Rate (WER) in automatic speech transcription. The Recognizer Output Voting Error Reduction (ROVER) is a ll known procedure for systems' combination. Hover, this technique's performance has reached a plateau due to the limitation of the current voting schemes. The ROVER voting algorithms proposed originally rely on the frequency of occurrences and word level confidences, which leads to randomly broken ties and poor voting outcomes due to the unreliability of the decoder's confidence scores.  presents a pattern-matching-based voting scheme which has shown to reduce even further the WER."}]