11/15/2023 0 Comments Forspoken definitionYou will interact closely with our customers and with the academic and research communities. You will build prototypes and innovate on new representation learning solutions. At AWS AI/ML you will invent, implement, and deploy state of the art machine learning algorithms and systems. Spoken summarization results are reported on a new dataset: Spoken-Gigaword.ĪWS AI/ML is looking for world class scientists and engineers to join its AI Research and Education group working on foundation models, large-scale representation learning, and distributed learning methods and systems. We obtain state-of-the-art results on spoken language understanding tasks such as SLURP and ATIS. The proposed framework benefits from three key aspects: 1) pre-trained sub-networks of ASR model and language model 2) multitask learning objective to exploit shared knowledge from different tasks 3) end-to-end training of ASR and downstream NLP task based on sequence loss. MTL-SLT takes speech as input, and outputs transcription, intent, named entities, summaries, and answers to text queries, supporting the tasks of spoken language understanding, spoken summarization and spoken question answering respectively. ![]() To facilitate the development of spoken language research, we introduce MTL-SLT, a multi-task learning framework for spoken language tasks. Prior works focus on independent research by the automatic speech recognition (ASR) and natural language processing (NLP) communities, or on jointly modeling the speech and NLP problems focusing on a single dataset or single NLP task. Language understanding in speech-based systems has attracted extensive interest from both academic and industrial communities in recent years with the growing demand for voice-based applications.
0 Comments
Leave a Reply. |
AuthorWrite something about yourself. No need to be fancy, just an overview. ArchivesCategories |