Anna Fellet’s Post

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Globalization @Uber - Localization Quality & Experience - EMEA

Newbie's nostalgia after #TAUS Massive Multilingual Conference in Rome. Tech, insightful, and authentic. Many share a persistent feeling of having been part of something special. Here what resonated with me. Spoiler: I most likely "discovered hot water" as Italians say, and I was surely influenced by the spirit of the event, as Jaap evoked "the mission and religion in the quest for intelligent machines", just in parallel to call outs for "THE human touch" (and the lessons one learns in the last mile, the most important mile, in and off a race Trombetti Andrieu). It all started with a dream, but today MT (which IS AI) is more about data (or the lack thereof and risky mishandling) rather then about algorithms or standards. Van Der Meer   Models are outperforming the best linguists today, but we still expect more from machines than from humans. Multimodality is key: models shall "hear, read, see, touch", and the dirtier in noise, the richest the data in voice treatment. Turchi Be ready for Impermanence and Unpredictability: Models change over time, so monitor that, fail, train, and reiterate Federmann. The good old MT mantra "no one size fits all" still holds true. Govs fuel research (what a massive € + GPU grant this week btw). Language is "an asset of humanity, a cultural object" Gianola AI can keep alive low resourced, longest tier languages. Impressed by the mission-almost-impossible with Inuktitut: overcoming data scarcity and building models with a handful of speakers in remote communities. 700MIL Europeans vs. 1,5BIL people in "Africa" (a small name for a universe, Kapuściński would say). AI can do more in preservation and knowledge accessibility. Abbott Belião Lelapa AI Common Voice There is sensible thinking in SMEs who often quoted the carbon footprint of AI, and the cost, and risks of dependency on GPUs. The EN (and Western) supremacy: I still wonder if a translated instruction is as good as a native language instruction and which languages are still too far behind in the AI game. Great to hear Darwish as he delved into the challenges and opportunities of breaking the English barrier in AI. "Language is for free for real for the first time", Renato says. So what will we end up doing as a job, and collectively? Just adapt again: there is no generational shift whatsoever at play, it might just be the same wheel turning over and over again. This is the first wave of foundational models, requiring prompting. We are moving to task-specific models. Tinsley I'm after multilingual gen./copy, and I feel I have just scratched the surface. Having a hard time in seeing concrete operationalisations at scale. One does wish to go back in time or to a PhD! Models also have "quality perceptions" so a reference (branding) is still key - and also complex, multifaceted, and impermanent.  If language is a temporary description of the world, then quality (or magical experience) is not a "thing", but an event - subjective, and scenario-based.

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Dace Dzeguze

COO at TAUS | Multilingual AI

3w

It was nice to meet you, Anna! And the notion "language is a temporary description of the world" is fascinating, I might borrow it and chew on it further.

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Kirill Soloviev

LLM quality evaluation made easy for non-developers · AI LQA SaaS & translator feedback automation for Localization teams · Linguistic Quality Management expert · 20yrs in tech & int'l

3w

Anna Fellet great meeting you in person! Impressed by your deep thoughts on quality & beyond 👏

Valeria Cannavina

AI Deployment Specialist I LLMs Enthusiast I Localization Strategy Consultant I Customer Success Guardian

2w

A sharp and insightful recap of what seem to have been a great event. Hopefully next time I'll get be there with you!

Thanks Anna for this thoughtful recap. Great to see you again after many years back in Rome.

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Great summary Anna Fellet and great presentation and representation from you and Marta at the event.

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Renato Beninatto

I help companies grow internationally by providing data, consulting and insights.

3w

So good to see you again in Rome, Anna! Thanks for the great recap.

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