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What is TILDE?

TILDE (Term Independent Likelihood moDEl) functions as a framework designed for the re-ranking and expansion of passages, leveraging BERT to enhance retrieval performance by combining sparse term matching with sophisticated contextual representations. The original TILDE version computes term weights across the entire BERT vocabulary, which often leads to extremely large index sizes. To address this limitation, TILDEv2 introduces a more efficient approach by calculating term weights exclusively for words present in the expanded passages, resulting in indexes that can be 99% smaller than those produced by the initial TILDE model. This improved efficiency is achieved by deploying TILDE as a passage expansion model, which enriches passages with top-k terms (for instance, the top 200) to improve their content quality. Furthermore, it provides scripts that streamline the processes of indexing collections, re-ranking BM25 results, and training models using datasets such as MS MARCO, thus offering a well-rounded toolkit for enhancing information retrieval tasks. In essence, TILDEv2 signifies a major leap forward in the management and optimization of passage retrieval systems, contributing to more effective and efficient information access strategies. This progression not only benefits researchers but also has implications for practical applications in various domains.

What is Recap?

Recap is a free browser extension that empowers users to easily utilize ChatGPT for summarizing content found on any website. This innovative tool adeptly breaks down articles into smaller, digestible segments, allowing individuals to concentrate on summarizing either particular sections or the entirety of the text without hassle. To take advantage of Recap's summarization capabilities, users are required to have a ChatGPT account, which is essential for the summarization function to operate effectively. The extension offers automatic passage division, enabling quick summaries of complete pages, selected text, or specific segments as desired. Furthermore, Recap provides the ability to recap prior content before delving into a passage, promoting a thorough understanding of the material. It is compatible with the official OpenAI API and allows for personalized prompts, alongside features that let users toggle the tool on or off for specific domains or web pages. Additionally, users can customize settings tailored to different sites, benefit from dark mode, and utilize keyboard shortcuts for a more efficient experience. With this blend of capabilities, Recap stands out as a valuable resource for anyone seeking to streamline their online information consumption while boosting productivity. Ultimately, it transforms the way users interact with vast amounts of digital content.

Media

Media

Integrations Supported

ChatGPT
Google Chrome
Hugging Face
OpenAI
Python

Integrations Supported

ChatGPT
Google Chrome
Hugging Face
OpenAI
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

ielab

Company Location

United States

Company Website

github.com/ielab/TILDE/tree/main

Company Facts

Organization Name

Recap

Company Website

recapext.xyz/

Categories and Features

Categories and Features

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