knowitall
KnowItAll is an automated web crawler developed by the Turing Center at the University of Washington, first described in the 2005 paper "KnowItAll: Fast Knowledge Extraction from the Web" (Etzioni et al., published in the Journal of Artificial Intelligence Research, volume 23). Its primary purpose is to extract structured facts from unstructured web content—such as entity names, relationships, and attributes—to populate large-scale knowledge bases without human supervision. Unlike commercial search engine bots, KnowItAll is an academic research tool designed to demonstrate unsupervised information extraction at scale.
KnowItAll employs a bootstrapping approach: it first issues queries to public search engines (e.g., Google, Yahoo) to retrieve candidate pages, then downloads those pages using its own HTTP client. The crawler does not maintain a persistent crawl queue; instead it dynamically selects pages based on extraction seeds. Request frequency is moderate—typically a few hundred requests per day per domain during academic experiments—but can spike during batch runs. The crawler does not use a fixed IP range; it originates from the University of Washington's campus network (e.g., 128.95.x.x range, as documented in network WHOIS records). It supports HTTP/1.1 and usually sets a custom User-Agent string containing “KnowItAll” and the version (e.g., “KnowItAll/1.0”). The crawler does not support JavaScript rendering and only fetches plain HTML pages.
According to the original project documentation (available via the Turing Center’s archived site at turing.cs.washington.edu), KnowItAll was designed to honor robots.txt directives as a matter of good practice. However, because it leverages search engine results rather than performing its own exhaustive crawl, it may occasionally retrieve pages that are disallowed if those pages are already indexed by the search engine. The project’s source code (no longer maintained but mirrored on GitHub under uw-turing/KnowItAll) includes a basic robots.txt parser. No documented violations or abuse have been reported.
The primary User-Agent string is “Mozilla/5.0 (compatible; KnowItAll/1.0; +http://turing.cs.washington.edu/knowitall/)” or similar variants. Other indicators include a Referer header occasionally pointing to the university domain, and a consistent lack of Accept-Language or other modern headers. Behavioral fingerprints: requests arrive in bursts separated by long idle periods, and the crawler never requests images, CSS, or JavaScript files. Logs will show GET requests only for .html or .php pages.
Collected data is used exclusively for academic research in information extraction, ontology learning, and automated knowledge base construction. The extracted facts populate the KnowItAll knowledge base, which was later succeeded by the Google Knowledge Graph and other commercial systems. No personal or sensitive data is intentionally collected, and the project has no commercial partners—it is purely a research prototype.
Rate limiting for KnowItAll is justified because its bursty pattern can overwhelm small websites during batch experiments, even though it respects robots.txt. Reasonable thresholds (e.g., 10 requests per minute per IP) prevent it from impacting server performance while allowing legitimate academic crawling.
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