GI JIGI JI Agency
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TILDEielab
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About
GI JI is a private-first desktop knowledge workspace for professionals who need AI over sensitive documents but cannot accept a black box.
It answers questions from your own files and attaches the exact supporting passage to every claim, so any answer can be checked against its source in one click. Original sources stay separate from the Working Knowledge built from them, and nothing becomes reusable knowledge until a person has reviewed and approved it. Change a source and the knowledge built on it pauses for re-review.
When the evidence does not support an answer, GI JI says so instead of inventing one. On a frozen 54-question benchmark it produced zero fabricated citations across both runs.
Search, retrieval and answering run locally on your own machine. An optional Connected AI mode uses your own OpenAI account, and stops first to show exactly what a single request would send before you approve it.
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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
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
Lawyers, researchers, consultants, policy analysts and professional-services teams who work with confidential documents and need every AI answer traceable to its source.
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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
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 VideosNo images available
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Pricing
$79 one-time
Free Version
Free Trial
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Pricing
No information available.
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 InformationGI JI Agency
Founded: 2026
North Macedonia
giji.agency/
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Company Informationielab
United States
github.com/ielab/TILDE/tree/main
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Integrations
Hugging Face
Python
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