I have a Java app that is doing speech recognition using the Speech SDK for Microsoft's Azure Speech Service. I am attempting to apply a phrase list onto an IntentRecognizer using the PhraseListGrammar class to improve recognition for names (e.g. "Jun", "Rehaan") but I am seeing no improvement for the name recognition. However, when I swap the IntentRecognizer for a SpeechRecognizer then the speech service is able to recognize the names in the given speech audio, just fine.
The code example for phrase lists from Microsoft is only done with the SpeechRecognizer (example)
AudioConfig audioInput = AudioConfig.fromWavFileInput("YourPhraseListedAudioFile.wav");
SpeechRecognizer recognizer = new SpeechRecognizer(config, audioInput);
{
// Create the recognizer.
PhraseListGrammar phraseList = PhraseListGrammar.fromRecognizer(recognizer);
// Add a phrase to assist in recognition.
phraseList.addPhrase("Wreck a nice beach");
// Subscribes to events.
recognizer.recognizing.addEventListener((s, e) -> {
System.out.println("RECOGNIZING: Text=" + e.getResult().getText());
});
recognizer.recognized.addEventListener((s, e) -> {
if (e.getResult().getReason() == ResultReason.RecognizedSpeech) {
System.out.println("RECOGNIZED: Text=" + e.getResult().getText());
}
else if (e.getResult().getReason() == ResultReason.NoMatch) {
System.out.println("NOMATCH: Speech could not be recognized.");
}
});
recognizer.canceled.addEventListener((s, e) -> {
System.out.println("CANCELED: Reason=" + e.getReason());
if (e.getReason() == CancellationReason.Error) {
System.out.println("CANCELED: ErrorCode=" + e.getErrorCode());
System.out.println("CANCELED: ErrorDetails=" + e.getErrorDetails());
System.out.println("CANCELED: Did you update the subscription info?");
}
stopRecognitionSemaphore.release();
});
recognizer.sessionStarted.addEventListener((s, e) -> {
System.out.println("\n Session started event.");
});
and I am essentially following this example. Is it not possible to use phrase lists with the IntentRecognizer using the PhraseListGrammar class? If not, is there another way to apply phrase lists onto the IntentRecognizer?
Is it not possible to use phrase lists with the IntentRecognizer using the PhraseListGrammar class?
Unfortunately, directly applying a phrase list onto the IntentRecognizer using the PhraseListGrammar class is not supported in the Microsoft Speech SDK for Java.
I had work around with this limitation by using a combination of the SpeechRecognizer
and the PhraseListGrammar
.
Code:
import com.microsoft.cognitiveservices.speech.*;
import java.util.concurrent.Semaphore;
public class Main {
public static void main(String[] args) {
// Your Speech Service configuration (subscription key, region, etc.)
SpeechConfig config = SpeechConfig.fromSubscription("YourSubscriptionKey", "YourServiceRegion");
// Load audio from a WAV file (replace with your actual file path)
AudioConfig audioInput = AudioConfig.fromWavFileInput("YourPhraseListedAudioFile.wav");
// Create a SpeechRecognizer
SpeechRecognizer recognizer = new SpeechRecognizer(config, audioInput);
// Create a PhraseListGrammar
PhraseListGrammar phraseList = PhraseListGrammar.fromRecognizer(recognizer);
phraseList.addPhrase("Jun");
phraseList.addPhrase("Rehaan");
// Subscribe to recognizing and recognized events
recognizer.recognizing.addEventListener((s, e) -> {
System.out.println("RECOGNIZING: Text=" + e.getResult().getText());
});
recognizer.recognized.addEventListener((s, e) -> {
if (e.getResult().getReason() == ResultReason.RecognizedSpeech) {
System.out.println("RECOGNIZED: Text=" + e.getResult().getText());
} else if (e.getResult().getReason() == ResultReason.NoMatch) {
System.out.println("NOMATCH: Speech could not be recognized.");
}
});
// Start recognition
recognizer.startContinuousRecognitionAsync();
// Wait for recognition to complete (you can use a semaphore or other synchronization mechanism)
Semaphore stopRecognitionSemaphore = new Semaphore(0);
recognizer.canceled.addEventListener((s, e) -> {
System.out.println("CANCELED: Reason=" + e.getReason());
if (e.getReason() == CancellationReason.Error) {
System.out.println("CANCELED: ErrorCode=" + e.getErrorCode());
System.out.println("CANCELED: ErrorDetails=" + e.getErrorDetails());
System.out.println("CANCELED: Did you update the subscription info?");
}
stopRecognitionSemaphore.release();
});
// Wait for recognition to finish (you can adjust the timeout as needed)
try {
stopRecognitionSemaphore.acquire();
} catch (InterruptedException e) {
e.printStackTrace();
}
// Clean up resources
recognizer.close();
}
}
IntentRecognizer
vs SpeechRecognizer
:
IntentRecognizer
is typically used for natural language understanding (NLU) tasks, where you define intents and entities to extract structured information from spoken language.SpeechRecognizer
, on the other hand, is more focused on transcribing spoken audio into text without specific intent recognition.IntentRecognizer
may not fully utilize the phrase list hints provided by the PhraseListGrammar
.Refer: