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Evaluating Enterprise MT: Why BLEU is not enough and how COMET improves quality assessment

Enterprise buyers still see BLEU scores in RFPs, benchmarks, and vendor decks as a universal measure of “translation quality.” Yet BLEU was never designed to capture meaning, domain adequacy, or business impact; it measures string overlap with a...

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How accurate is Gemini for business and enterprise use?

Last Updated: December 2025.Google’s Gemini has rapidly evolved into one of the most widely deployed generative AI systems in the world. In fact, in Q4 2025, Gemini's adoption rate was growing at around 30% compared to OpenAI's ChatGPT at 5%. With...

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An AI language data crisis? Quality data collection is the only path forward for vulnerable languages

Recent research reveals a devastating “doom spiral” threatening the world’s smaller languages, but proven solutions exist

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Why Security Matters in GenAI: Lessons from  Iron Bank Deployment

In the rush to adopt Generative AI, one critical factor often gets buried under promises of scale and hype: security. Many of the largest AI companies want to be everything at once — data provider, model builder, SaaS vendor, and even regulator of...

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Basque and the mystery of Europe's oldest living language

Proto-Indo-European language emerged around 4,000-5,000 BCE among nomadic pastoralists in the Eurasian Steppe. Beginning around 3000 BCE, these people dispersed widely into Europe, Asia, and the Indian subcontinent. Through migration and interaction...

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TransPerfect's Unbabel acquisition is a bellwether for a new era in AI language technology

The recent acquisition of Unbabel is not merely another transaction in the language industry; it serves as a critical bellwether for a fundamental market transformation. The industry is currently in a state of strategic recalibration, navigating the...

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The Language Technologies AI Lab... in the Mediterranean

The world has been captivated by the impressive capabilities of large language models since the release of ChatGPT 3.5 in December 2022. It was the first time humans experienced a true cognitive interaction with a machine. Until then, our...

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Prestigious "Innovative SME" Seal by Spain’s Ministry of Science and Innovation

Pangeanic, the Valencian leader in language technologies and natural language processing (NLP), has been officially recognized as an Innovative SME by Spain’s Ministry of Science and Innovation. This prestigious seal certifies the company’s high...

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TAUS Massively Multilingual Summit Dublin 2025: Reflections from Google’s European HQ

The TAUS Massively Multilingual AI Conference in Dublin on June 10-11, 2025 proved to be a pivotal moment for our industry, bringing together leaders from AI labs, globalization directors, and language technology providers at Google’s European...

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LLM Translation enters the mainstream: EU and Google say it's good enough without humans

Two recent signals from the world’s most influential players—the European Union and Google—have redefined how we think about LLM-based translation (or AI translation). Both the EU and Google now accept that AI-powered translation is fluent, usable,...

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