Google news lab transcription experiment
The Google News Lab Transcription Experiment!
In 2019, Google News Lab, a program that aims to advance journalism and media innovation, conducted an experiment to explore the potential of automatic speech recognition (ASR) technology in transcribing audio recordings of news interviews and podcasts. The experiment aimed to evaluate the accuracy and feasibility of using ASR technology to transcribe audio content, which could potentially revolutionize the way journalists work.
Here's a summary of the experiment:
Methodology:
- Google News Lab partnered with several news organizations, including The Guardian, NPR, and The Washington Post, to collect a dataset of audio recordings from news interviews and podcasts.
- The audio recordings were then transcribed using Google's ASR technology, which is the same technology used in Google Assistant and Google Home devices.
- The transcriptions were evaluated for accuracy using a combination of automated and human evaluation methods.
Results:
- The experiment found that Google's ASR technology was able to transcribe audio recordings with an average accuracy of around 80-90%.
- The accuracy varied depending on factors such as the quality of the audio recording, the speaker's accent and tone, and the complexity of the conversation.
- Human evaluators found that the ASR transcriptions were generally accurate, but there were some errors, particularly in cases where the audio was noisy or the speakers had strong accents.
Implications:
- The experiment demonstrated the potential of ASR technology to automate the transcription process, which could save journalists time and effort.
- The technology could also help improve accessibility for people who are deaf or hard of hearing, by providing a written transcript of audio content.
- However, the experiment also highlighted the need for further refinement of the ASR technology, particularly in terms of handling accents and noisy audio.
Future directions:
- Google News Lab plans to continue refining the ASR technology and exploring its potential applications in journalism.
- The experiment has also sparked interest in the use of ASR technology in other areas, such as podcasting and online video content.
Overall, the Google News Lab Transcription Experiment was an important step in exploring the potential of ASR technology in journalism, and it has the potential to revolutionize the way we consume and interact with audio content.