TILDEielab
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About
TILDE (Term Independent Likelihood moDEl) is a passage re-ranking and expansion framework built on BERT, designed to enhance retrieval performance by combining sparse term matching with deep contextual representations. The original TILDE model pre-computes term weights across the entire BERT vocabulary, which can lead to large index sizes. To address this, TILDEv2 introduces a more efficient approach by computing term weights only for terms present in expanded passages, resulting in indexes that are 99% smaller than those of the original TILDE. This efficiency is achieved by leveraging TILDE as a passage expansion model, where passages are expanded using top-k terms (e.g., top 200) to enrich their content. It provides scripts for indexing collections, re-ranking BM25 results, and training models using datasets like MS MARCO.
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About
Overcome language barriers, enable effective communication and reach global audience with Tilde Neural Machine Translation. We have turned our expertise and award-winning technologies into 40+ pre-trained MT systems to help you achieve excellent results and precise translations. We use an SSL encrypted channel for all translation activities, and ensure that there are no data leaks or chance of any safety cracks. Translate text, documents, and websites in a user-friendly, secure translation platform. Equipped with many powerful features to streamline your translation process. Tilde MT (machine translation) is built on years of research and innovation and is powered by the latest AI-driven technologies. Our systems are created, tested, and recommended by linguists and language technology gurus worldwide, becoming a reliable and effective solution to automate and optimise the translation process and enable communication beyond any language.
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Platforms Supported
Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook
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Audience
Academic researchers and developers searching for a tool to implement efficient and scalable passage re-ranking and expansion techniques
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Audience
Industries looking for a custom neural machine translation system
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Support
Phone Support
24/7 Live Support
Online
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Support
Phone Support
24/7 Live Support
Online
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API
Offers API
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API
Offers API
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
No information available.
Free Version
Free Trial
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Pricing
€16 per month
Free Version
Free Trial
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Reviews/
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Reviews/
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Training
Documentation
Webinars
Live Online
In Person
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Training
Documentation
Webinars
Live Online
In Person
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Company Informationielab
United States
github.com/ielab/TILDE/tree/main
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Company InformationTilde
Founded: 1991
tilde.com/products-and-services/machine-translation
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