Duolingo’s Missing Benchmark
How Thomas Aquinas explains what the app gets right, why so many users still stall, and what would turn things round Continue reading on Medium »
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FortifAI Flags AI Data Processing Step-Change as Nol8 Benchmarks Dwarf Software Performance - smallcaps.com.au
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The role of large language models in emergency care: a comprehensive benchmarking study - nature.com
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Habibi: Laying the Open-Source Foundation of Unified-Dialectal Arabic Speech Synthesis
arXiv:2601.13802v2 Announce Type: replace-cross Abstract: Arabic spans over 30 spoken varieties, yet no open-source text-to-speech system unifies them. Key barriers include substantial cross-dialect lexical and phonological divergence, scarce synthesis-grade data, and the absence of a standardized multi-dialect evaluation benchmark. We present Habibi, a unified-dialectal Arabic TTS framework that addresses all three. Through a multi-step curation pipeline, we repurpose open-source ASR corpora into TTS training data covering 12+ regional dialects. A linguistically-informed curriculum learning strategy - progressing from Modern Standard Arabic to dialectal data - enables robust zero-shot synthesis without text diacritization. We further release the first standardized multi-dialect Arabic TTS
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FortifAI Flags AI Data Processing Step-Change as Nol8 Benchmarks Dwarf Software Performance - smallcaps.com.au
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Mistral AI raises $830M in debt to set up a data center near Paris - TechCrunch
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Anthropic repeats mistake, exposes Claude Code source in latest release - People Matters - HR News
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