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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 Search10K?

Search10K is a cutting-edge AI platform aimed at revolutionizing the way SEC filings are interpreted by providing succinct, actionable insights specifically crafted for equity researchers, investors, analysts, and competitive intelligence teams. With its keyword and ticker search functionality, users can take advantage of synonym expansion and filter results across multiple companies at once while effectively reducing false positives by excluding exhibits, which allows for quick access to essential highlighted content. The platform includes a Theme Browser that facilitates the exploration of pre-existing themes or the creation of customized ones, enabling users to track sentiment and risk trends over time, compare industry peers, and pinpoint crucial signals like M&A activity through user-friendly dashboards and treemaps. Furthermore, it allows users to bulk export filings in HTML format, download their findings as CSV files, set alerts, and integrate smoothly with existing workflows utilizing APIs, ensuring that both new and historical filings are regularly updated. By leveraging this all-encompassing tool, users are equipped to make better-informed decisions based on the extensive data present in SEC filings. In essence, Search10K not only streamlines the analysis process but also enhances the overall research experience for financial professionals.

Media

Media

No images available

Integrations Supported

Hugging Face
Python

Integrations Supported

Hugging Face
Python

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
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

Search10K

Date Founded

2025

Company Location

Canada

Company Website

search10k.com

Categories and Features

Categories and Features

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