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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 ScholarIQ?

ScholarIQ is an innovative online research assistant powered by AI, aimed at simplifying the exploration and examination of scientific literature. It enables researchers to pose inquiries, retrieve documents from a variety of databases like OpenAlex, ORCID, and PubMed, and even import their own search results and source materials. The platform assesses articles according to defined review standards, boosts citation-based exploration through snowballing methods, and supports users in efficiently sifting through records, emphasizing relevant excerpts, and extracting needed information from uploaded files. In addition, it offers responses and suggested values that correspond to their respective citations, ensuring that reviewers retain control over decisions related to inclusion, bias assessments, and final conclusions. ScholarIQ diligently records the identities of reviewers, the justifications for their decisions, and pertinent excerpts to guarantee transparency and accountability within the review process. The tool also includes a public research metadata atlas that links various papers, researchers, journals, institutions, and topics, thereby promoting a more integrated research landscape. This comprehensive platform serves as an essential resource for both independent researchers and review teams engaged in extensive literature searches, evidence screening, and the implementation of systematic reviews, ultimately streamlining the research journey and enhancing its reliability and effectiveness. By improving collaboration and resource sharing, ScholarIQ plays a crucial role in advancing research endeavors across various scientific disciplines.

Media

Media

Integrations Supported

Hugging Face
Python

Integrations Supported

Model Context Protocol (MCP)

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

$29/month
Free Trial Offered?

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Not specified

Training Options

Documentation Hub

Training Options

Not specified

Company Facts

Organization Name

ielab

Company Location

United States

Company Website

github.com/ielab/TILDE/tree/main

Company Facts

Organization Name

ScholarIQ

Date Founded

2002

Company Location

United States

Company Website

scholariq.org

Categories and Features

Reranking Models

Not specified

Categories and Features

AI Research Tools

Not specified

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