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Updated: 2026-07-29
🔥 K12-KGraph: A Curriculum-Aligned Knowledge Graph for Benchmarking and Training Educational LLMs 💡 The paper introduces K12-KGraph, a curriculum-aligned knowledge graph for benc…
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🔥 DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models 💡 The paper introduces DataFlex, a unified framework for dynamic data-centric training …
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🔥 Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills 💡 The paper introduces a new framework called Skill Self-Play that aims to improve the capabilit…
How CyberGhost runs sponsored Telegram campaigns in 2026 — creative formats, streaming-unlock angle, regional strategy, and archive findings from tgadsspy.
How Private Internet Access runs sponsored Telegram campaigns in 2026 — creative formats, FOSS audience targeting, no-logs credentials, and archive findings from tgadsspy.
VPN advertising is the 4th-largest vertical in our Telegram archive — ~8% of all creatives. NordVPN, ExpressVPN, ProtonVPN, Surfshark: why Telegram is structurally core to VPN advertising, which geos drive volume, and how creative patterns differ by framing (unblock vs. privacy vs. speed).
كيف يُشغّل CyberGhost حملات مدعومة على تيليغرام في 2026 — الصياغات الإبداعية، استراتيجية البث، شبكة المسوّقين بالعمولة وبيانات أرشيف tgadsspy.
Flags — the regions we asked our observer pool for while recording this ad in this channel. That is a label on our request, not a confirmed place of viewing: when no account is available in the requested country the pool silently substitutes another and does not say so. It is not the advertiser's targeting country either. We stopped requesting the region on {date}, so newer creatives carry no flags at all. The channel's main country (by its language) is highlighted in blue; regions under 5% are collapsed into +N.
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