CensMon detected zero instances of partial web-page content filtering across 4,950 tested URLs during April 2011, indicating that censors at that time uniformly applied coarse-grained techniques — full URL block, IP blacklist, or DNS hijack — rather than inline content modification at the sub-page level.

Over a 14-day evaluation in April 2011, CensMon tested 4,950 unique URLs from 2,500 domains across 174 agents in 33 countries, detecting 951 unique URLs from 193 domains as filtered. Manual verification of all 193 flagged domains found only 3 false positives, demonstrating high precision for an automated distributed monitor.

§4.2 evaluation

The single Chinese PlanetLab node reported 176 censored domains — more than all other 173 agents combined. Turkey (6 domains), Jordan (5), and Hungary (1) were the only other countries with any detected filtering. 86% of agent nodes across 33 countries reported zero filtering events.

§4.2, Table 2 evaluation

Among all filtered URLs detected, HTTP filtering accounted for 48.5%, IP address blocking for 33.3%, and DNS manipulation for 18.2%. Of the domains blocked at the HTTP layer in China, 71% were blocked due to URL keyword filtering rather than HTML response content filtering.

§4.2, Figure 2 evaluation

21% of all URLs that CensMon began tracking were found accessible on the very first re-probe, indicating initial inaccessibility was a transient network failure rather than censorship. The false-network-failure rate fell to near zero after 3 consecutive tracking attempts, providing a practical threshold for classifying persistent inaccessibility as filtering.

§4.2, Figure 4 evaluation

IRBlock discovered that 1.7M of 3.3M blocked apex domains (52%) were attributed to blanket suffix-level blocking rules rather than individual domain listings. Examples include regex patterns targeting all Israeli domains (.il TLD), adult content (.porn), and country-coded suffixes (.com.mx, .my.id). Of 87K Tranco-ranked apex domains analyzed, 37% fell into adult content, with entertainment and gambling following. Approximately 1.27M apex domains were jointly censored by both DNS and HTTP filters, while the two filters maintained operationally independent blocklists for a significant fraction of domains.

2025-tai-irblock §5.3 dns-poisoningip-blockingkeyword-filtering

GFWeb tested 1.02 billion domains against the GFW over 20 months and discovered 943,000 pay-level domains blocked by HTTP filters and 55,000 by HTTPS filters — the largest GFW blocklist dataset ever published. The HTTP-to-HTTPS ratio (17:1) confirms that the GFW's HTTPS keyword-based and SNI-based blocking covers far fewer domains than its HTTP host-header blocking, likely because HTTPS blocks carry higher collateral-damage risk.

2024-hoang-gfweb Abstract, §5.1 dpidns-poisoningip-blockingkeyword-filteringsni-blocking

The automated probe list generation system discovered 45.79 potentially blocked domains per 1,000 domains crawled, compared to 4.11 for FilteredWeb — over 10× higher efficacy. It uncovered 1,490 potentially blocked domains in crawls of just 71,960 URLs, versus 1,255 blocked domains found by Hounsel et al. in crawls of 1,000,000 URLs, with 1,473 of the 1,490 domains not overlapping with prior work.

2024-tang-automatic §5.5 measurement-platformdns-poisoningip-blocking

The largest measurement study of Turkmenistan censorship to date tested 15.5 million domains and found more than 122,000 domains censored using separate blocklists for DNS, HTTP, and HTTPS. Reverse-engineering the blocking rules revealed approximately 6,000 over-blocking rules that cause incidental filtering of more than 5.4 million additional domains — a 44x collateral damage ratio relative to intentionally blocked domains.

2023-nourin-measuring §Results dns-poisoningdpikeyword-filteringip-blocking

The COVID-19 Wuhan lockdown caused geolocating Twitter users in China to increase 1.4-fold immediately, remaining 10% above pre-crisis baseline long-term; approximately 320,000 new Chinese users joined Twitter due to the crisis, and the available VPN application's ranking on the Chinese iPhone App Store jumped significantly around 23 January 2020 and maintained that elevated rank.

2022-chang-covid-19 Crisis Increased Censorship Circumvention ip-blockingdns-poisoningkeyword-filtering

In countries with no Great Firewall-equivalent censorship (Germany, Italy) and in less-censored authoritarian states (Iran — Persian Wikipedia; Russia — Russian Wikipedia) that experienced comparable COVID-19 outbreaks, no analogous spillover to politically sensitive content was observed; Wikipedia engagement in those countries increased generally but did not show disproportionate access to historically censored topics, confirming the gateway effect is specific to high-censorship environments.

2022-chang-covid-19 Comparison with Other Countries Affected by the Crisis / Table 1 ip-blockingdns-poisoningkeyword-filtering