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An app called, launching today, wants to make it as easy to search your voice conversations as it is to search your email and texts. The idea to create a new voice assistant focused on transcribing everyday conversations – like meetings and interviews – comes from Sam Liang, the former Google architect who put the blue dot on Google Maps, then later sold his next company, location platform to Alibaba. Along with a team that hails from Google, Facebook, Nuance, Yahoo, as well as Stanford, Duke, MIT and Cambridge, Liang’s new company has been developing the technology underpinning Otter over the past two years. Essentially, a voice recorder that offers automatic transcription, Otter is designed to be able to understand and capture long-form conversations that take place between multiple people. This is a different sort of voice technology than what’s been developed today for voice assistance – as with Alexa or Google Assistant. “The existing technologies are not good enough for human-to-human conversations,” explains Liang. “Google’s voice API has been trained to optimize voice search,” he says, adding that when people talk to voice assistants, it’s typically only one person talking and they tend to speak more slowly and clearly than usual.
They also often ask shorter questions, like “what’s the weather?,” not carry on long conversations. “Human meetings are much more complicated,” Liang says. “It usually involves at least two people, and the people could talk for an hour. It’s a long-form conversation.” With Otter, the goal is to capture those conversations – meetings, interviews, lectures, etc.
– and turn them into a searchable archive where everything said is immediately transcribed by AISense’s software. Today, this is possible through Otter’s new mobile app for iOS and Android, as well as a web interface that also supports file uploads for instant transcriptions. To use the app, there’s nothing you have to do beyond pressing the “record” button. The voice conversation is recorded, then made available for playback with the audio synced up with the transcribed text. You can also share the recording with others right from the app. The data Otter creates is stored in an encrypted format in the cloud.
The entire technology stack, including speech recognition, was built in-house. The company is not using existing speech recognition APIs, because they wanted to improve the accuracy, and optimize for multiple speakers, says Liang. To identify when someone else starts talking, AISense uses a technology called diarization to separate each individual speaker; it then generates a voice print for each person’s voice. Broadly speaking, this is like the voice equivalent to facial recognition, with the voice print being used to identify the speaker going forward. Liang says building a system like Otter’s wasn’t possible before.
“Four years ago, there were tremendous advances in deep learning and A.I., and suddenly, the accuracy became much higher,” he notes. “It also requires a lot of CPU power, GPU power, and a lot of storagethese became much more affordable today compared to five or ten years ago,” Liang adds. The system, at launch, is not perfect, but shows much potential. The AI technology was able to differentiate between speakers as promised, from what I’ve seen in limited testing, but it doesn’t catch every word of a conversation. It also misses the exact word at times, too – for example, dropping the “s” off a word like “helps,” and recording it as “help.” Reading back through the transcription reminds me of reading a transcribed voicemail on iPhone – you get the gist of what was being said, but you have to play it back to truly understand the message. That said, Otter was able to function in real-world environments.
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I tested it, for example, in a coffee shop with music playing, and it was still able to capture what was said to some extent. The resulting transcript, however, breaks up the speech oddly.
Sentences are cut off right in the middle with the next line in the transcript continuing the sentence on a new line. This makes it more difficult to read back through the transcription because our mind is trained to see a new line as a new paragraph – or at least, a pause.
But the system is useful for just getting to the right part of a long recording, so you can then more carefully transcribe a key part or quote, for example. What I did like was the tag cloud at the top of the transcript, where Otter identified words that were used a lot in a conversation. You could click on these words to jump to that part of the transcription. Liang envisions a number of potential use cases for AISense’s technology, including in enterprise, health care, education, and more. The company has already licensed its transcription technology to web conferencing platform, but the goal for now is not to generate revenue through a licensing business, but an enterprise version of Otter that will offer more controls, as well as a premium tier for the currently free version of the consumer app. A future release will allow for recording phone calls, but for now, the app focuses on in-person conversations.
AISense, to date, has in funding. Horizons Ventures – a backer of Viv, DeepMind, Siri, Slack, and others – led the $10 million Series A. Also participating were Bridgewater Associates, i-Hatch Ventures, MetaLab, Jay Markley, and Boston investors Jim Pallotta and Stu Porter. Seed investors include Tim Draper through Draper Associates and Draper Dragon; Dave Morin through Slow Ventures; SV Tech Ventures, Danhua Capital, and 500 Startups. Otter is live today on,.
If the app crashes when sending messages, there may not be enough memory on your device. Please try the following steps.
Close all running apps 2. Restart LINE 3. Restart your device If the app crashes only in specific chats, deleting the chat history for those chats may help. Please back up your chat history according to the steps in the article below.
If the app crashes every time you open a specific chat, the only way to solve the issue is to delete the chat history. Please back up chats with lots of messages regularly. We have added a new feature from LINE ver. 5.2.0 that automatically creates a chat room with recently added friends. The first time you open the newly created chat room, you will be asked to send your friend a sticker. This message may also appear at the top of the chat list when you or your friend switch “Allow Others to Add” ON.
If this message appears from a friend you have not chatted with recently, it is possible your friend has switched “Allow Others to Add” ON. Please be assured that your account has not been stolen if you see this message.
It may take some times to send, receive, and display images, videos, and audio messages. Images are only stored on our servers for a certain period of time, after which they can no longer be received. We are unable to provide details about how long images are stored. By tapping the thumbnail received in a chat, you can save the image in your LINE app. To save it in the default gallery app on your device, please tap Save after opening the image. Images saved in the LINE app will become unavailable if you delete the app's cache using a cache clearing app.
For problems with images, videos, and audio messages, please try the following. Close all running apps. Restart your device. Update your LINE app from the URL below. Update your OS.
Delete any unneeded apps and data on your device. If the app crashes when sending messages, there may not be enough memory on your device.
Please try the following steps. Close all running apps 2.
Restart LINE 3. Restart your device If the app crashes only in specific chats, deleting the chat history for those chats may help. Please back up your chat history according to the steps in the article below. If the app crashes every time you open a specific chat, the only way to solve the issue is to delete the chat history. Please back up chats with lots of messages regularly. It may take some times to send, receive, and display images, videos, and audio messages. Images are only stored on our servers for a certain period of time, after which they can no longer be received.
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We are unable to provide details about how long images are stored. By tapping the thumbnail received in a chat, you can save the image in your LINE app. To save it in the default gallery app on your device, please tap Save after opening the image. Images saved in the LINE app will become unavailable if you delete the app's cache using a cache clearing app. For problems with images, videos, and audio messages, please try the following. Close all running apps. Restart your device.
Chatting With Who Search For : Papers For Mac Download
Update your LINE app from the URL below. Update your OS. Delete any unneeded apps and data on your device.
We have added a new feature from LINE ver. 5.2.0 that automatically creates a chat room with recently added friends. The first time you open the newly created chat room, you will be asked to send your friend a sticker. This message may also appear at the top of the chat list when you or your friend switch “Allow Others to Add” ON. If this message appears from a friend you have not chatted with recently, it is possible your friend has switched “Allow Others to Add” ON. Please be assured that your account has not been stolen if you see this message.
If you are having problems with free voice calls, the following may be to blame. Your friend is not a LINE user. You may be using an older version of LINE. One of you may be blocking the other.
You have 'Receive Voice Calls' turned off. You are not mutual friends.
Voice calls cannot be made if only one of you has the other as a friend. If you are still having problems after checking the above, please try the following steps. Update the app to the latest version.
Restart your device. As voice and video calls are made over an internet connection, you may not be able to hear the other party, or they may sound broken up in the cases listed below. Please ensure that you have a stable internet connection. You and your friend may have trouble hearing each other in calls if:. You are connected to a Wi-Fi network accessible by the general public. (We recommend using a 3G or 4G network.). You are updating apps, or uploading or downloading files.
The signal is weak. Some router settings are affecting your connection. To resolve the issue, please try the following (along with your friend): 1. Update the app to the latest version. Restart your device. Turn your speaker off and on again, and try adjusting the volume.
Chatting With Who Search For : Papers For Machine
Turn on 'Receive Voice Calls' in LINE. For more information, see. If you're an iOS user, check the Microphone settings. For more information, see.
LINE's basic features, including voice calls, video calls, and chats (sending of text, images, and locations, and the use of bots such as the translation or weather bots) are free to use. Some stickers and Coins are available at a fee.
Calling or chatting with users on different mobile service carriers is also free. LINE will not charge you even if you are calling a friend in a different country or using the service while you are traveling. However, like all other apps, you will be charged by your mobile service carrier for the data used. Depending on your price plan, you may be charged each time you connect to LINE, so we recommend using a flat-rate data plan.
If you are using a flat-rate plan, you should not be charged extra for using 3G, 4G LTE, or Wi-Fi data, but please check with your mobile service carrier for details.