Input blocking in Chinese LLM services (DeepSeek, Qwen, Kimi, Doubao) is overwhelmingly consistent: all four services persistently block the exact same queries across all 5 measurement samples in both Simplified and Traditional Chinese. Output blocking is far less consistent, with only 29 out of 349 output-blocked queries blocked across all 5 samples. Baidu-Chat is exceptional: it performs almost no input blocking but instead relies heavily on post-search and output blocking (78.6% of blocks are output-phase).

Simple character-level perturbations (English) and homophone substitutions (Chinese), combined with LLM instruction-following prompts directing the model to use word substitutions in its output, successfully bypassed all input and output filters for all 41 input-blocked and 197 output-blocked queries across five major Chinese LLM services (Baidu-Chat, DeepSeek, Doubao, Kimi, Qwen). Every input-blocked query contained at least one keyword combination that alone triggered the filter, confirming keyword-matching rather than semantic classification.

§VII-D defense

Cross-national experiments conducted from Singapore, South Korea, and Taiwan during February 19–24, 2025 found no variance in blocking implementations, event syntax, or server infrastructure across all five Chinese LLM services. Input blocking was enacted identically in all three international locations, and services connected to the exact same server IP addresses globally — Kimi and Baidu-Chat connected to identical IPs and DeepSeek to the same two addresses across all tested locations.

§VIII-A evaluation

DeepSeek, Kimi, and Doubao all transmit analytics logs to the same Autonomous System (AS24429, Zhejiang Taobao Network Co., Ltd., a ByteDance/Volcengine subsidiary), with one monitoring endpoint IP directly overlapping between DeepSeek and Doubao. Additionally, all four non-Qwen services maintain connections with servers physically located in China throughout the chat session, transmitting user IDs, session IDs, viewport data, language preferences, and in Baidu-Chat's case, the full query text via URL-encoded CAPTCHA requests.

§VI-D deployment

All five Chinese LLM services transmit partial or complete responses to the client machine even when output blocking is triggered, representing a major information leak. For DeepSeek and Qwen, truncated blocked responses are on average close in token length to full successful responses. For Baidu-Chat, the complete response is transmitted to the client but only partially rendered in the browser UI, with only a word or two visible on screen.

§VI-C evaluation

During the June 2025 shutdown, Iranian authorities blocked international One-Time Password (OTP) SMS delivery, preventing new sign-ins to foreign secure-messaging platforms and VPN services. This forced users toward government-approved domestic platforms that lack security and privacy protections. The blockade of OTPs effectively weaponized account-recovery flows as a secondary shutdown layer, disproportionately affecting users who needed to activate new circumvention tools during the crisis.

2025-iran-shutdown-measurement §Human Rights Implications port-blockingdpikeyword-filtering

TLS connections to blocked services (instagram.com, telegram.org) were terminated by TCP RST immediately after the client's ClientHello, before any certificate exchange, confirming SNI-based DPI that reads the plaintext SNI extension and aborts the handshake. HTTP filtering additionally matched Host headers and URL keywords case-sensitively, with injected HTTP 403 pages or TCP RST responses, and case-change evasions were sometimes effective.

2025-aryapour-stealth-blackout §4.2, §4.3 sni-blockingdpirst-injectionkeyword-filtering

Iran's HTTP censor exhibits several parsing inconsistencies exploitable for evasion: (1) it is case-sensitive and ignores lowercase method variant "gET"; (2) it does not censor the Host header for HTTP version strings "HTTP", "1.1", and "example" (suggests a version regex of HTTP/.*); (3) when the Host header is absent, the path is not censored for versions "HTTP" and "HTTP/1"; (4) the body is never analyzed regardless of version. All HTTP and DNS censorship occurs at the same last-hop border node, suggesting centralized architecture.

2025-lange-i-ra-nconsistencies §3.2, Table 1 dpikeyword-filteringrst-injection

All six Chinese browsers (Baidu Searchbox, UC Browser, QQ Browser, OPPO, Redmi/Mi, VIVO) transmit the full URL of every page visited—including HTTPS pages—along with page titles and search terms out-of-band to vendor servers, entirely bypassing VPN tunnel protection. In five of six cases this data is transmitted with no cryptography or weak cryptography (purely symmetric AES with hardcoded keys, or textbook RSA with a 128-bit modulus factorable in under 3 seconds), making it readable by any on-path actor between the VPN egress and the vendor's servers.

2025-rodriguez-revisiting §4.1 dpikeyword-filtering

All six browsers grant dangerous Android permissions (READ_PHONE_STATE, INTERNET, ACCESS_NETWORK_STATE) to third-party SDKs; built-in phone browsers grant significantly more such permissions than app-store browsers. Baidu Mobile Tongji Analytics SDK—present in all six via Baidu as default search engine—collects IMEI, UUID, CUID, GAID, device MAC, and Bluetooth MAC, creating a persistent cross-app device fingerprint that identifies users across VPN sessions and survives IP changes.

2025-rodriguez-revisiting §4.3 dpikeyword-filtering

GFWeb discovered that the GFW's bidirectional blocking is not symmetric: certain domains trigger blocking only when probed from inside China, not from outside. This overturns the prior assumption that the GFW blocks the same domains symmetrically in both directions. The paper also documents that the GFW has been upgraded to fix previously-reported evasion techniques, including overblocking mitigation and improved fragmented-packet reassembly, indicating active engineering iteration on the censor side.

2024-hoang-gfweb Abstract, §5.3, §6 dpikeyword-filteringsni-blocking