Akanksha Bindal
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View article: LinkedIn Post Embeddings: Industrial Scale Embedding Generation and Usage across LinkedIn
LinkedIn Post Embeddings: Industrial Scale Embedding Generation and Usage across LinkedIn Open
A post embedding (representation of text in embedding space that effectively captures semantic meaning) is a foundational component of LinkedIn that is consumed by product surfaces in retrieval and ranking (e.g., ranking posts in the feed …
View article: Streaming on-device detection of device directed speech from voice and touch-based invocation
Streaming on-device detection of device directed speech from voice and touch-based invocation Open
When interacting with smart devices such as mobile phones or wearables, the user typically invokes a virtual assistant (VA) by saying a keyword or by pressing a button on the device. However, in many cases, the VA can accidentally be invok…
View article: Generating Natural Questions from Images for Multimodal Assistants
Generating Natural Questions from Images for Multimodal Assistants Open
Generating natural, diverse, and meaningful questions from images is an essential task for multimodal assistants as it confirms whether they have understood the object and scene in the images properly. The research in visual question answe…
View article: Map vs. Unordered Map: An Analysis on Large Datasets
Map vs. Unordered Map: An Analysis on Large Datasets Open
In the current scenario, with the transpiring big data explosion, data sets are often too large to fit completely inside the computers´ internal memory.In efficient processes, speed is not an option, it is a must.Hence every alternative is…