StrokesHappy Vibes, Inc.
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TILDEielab
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Related Products
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About
Strokes is a desktop text editor for macOS and Windows with the AI inside the document. Select a passage, describe the change, and GPT, Claude, Gemini or Grok proposes it as a diff you accept or reject — nothing changes silently. You pick the model per request, and the assistant can work across the files in a project when you ask it to. Documents are files in folders on your computer: write, edit and export with no internet connection (AI features need a connection). Import from Word, Markdown and Notion exports; export to PDF, Word, EPUB, Markdown and HTML in one click; publish a document as a public read-only web page. Page view and pageless mode, standard blocks, version history kept on your device. Strokes does not train AI models on your content. Free plan with base models and no credit card; Pro at $25/month adds frontier models, voice mode and 15× the AI usage.
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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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Platforms Supported
Windows
Supported
Mac
Supported
Linux
Not Supported
Cloud
Not Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Platforms Supported
Windows
Not Supported
Mac
Not Supported
Linux
Not Supported
Cloud
Supported
On-Premises
Not Supported
iPhone
Not Supported
iPad
Not Supported
Android
Not Supported
Chromebook
Not Supported
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Audience
Writers, editors, consultants and knowledge workers who draft long-form documents with AI: business and technical writers, non-fiction authors, Markdown and local-first users, and developers who want an IDE-like environment for text.
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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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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
Not Supported
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API
Offers API
Not Supported
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Screenshots and VideosNo images available
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Screenshots and Videos |
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Pricing
Free; Pro $25/month
Free Version
Supported
Free Trial
Not Supported
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Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Training
Documentation
Not Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Company InformationHappy Vibes, Inc.
United States
strokes.ink/
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Company Informationielab
United States
github.com/ielab/TILDE/tree/main
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Categories |
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Integrations
Hugging Face
Not Supported
Python
Not Supported
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