Behind the words: Deep neural models of language meaning for industry-grade applications

Behind the words: Deep neural models of language meaning for industry-grade applications

Acronym

BehindTheWords

Description of the granted funding

Many language technology applications require the ability to model the meaning of language statements, regardless of their exact wording. The sentences “Can you corroborate that?” and “I need proofs.” have no common words, yet their meaning is almost the same. Being able to model this relation would enable considerable improvements in document search, clustering and analysis, language generation, and other applications which deal with the meaning, rather than the surface form. While easy for a human, the computational models of paraphrase are still weak, and mostly unavailable for Finnish, preventing many advanced language technology applications in the Finnish industry. We aim to address this gap and develop the deep learning models and, in collaboration with the industry, pilot several applications. To achieve this goal, the project will also develop a unique paraphrase dataset. The project is a collaboration between the natural language processing groups in Turku and Helsinki.
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Starting year

2021

End year

2024

Granted funding

Filip Ginter Orcid -palvelun logo
307 584 €


Funder

Research Council of Finland

Funding instrument

Targeted Academy projects

Other information

Funding decision number

335966

Fields of science

Computer and information sciences

Research fields

Laskennallinen data-analyysi

Identified topics

languages, speech, linguistics
Behind the words: Deep neural models of language meaning for industry-grade applications - Research.fi