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Daniel Scalena

@danielsc4.it
436 followers 185 following 24 posts

Intern of TS @Cohere | PhDing @unimib 🇮🇹 & @GroNlp 🇳🇱, interpretability et similia danielsc4.it

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Daniel Scalena @danielsc4.it · 01/07/2026
I'd never have guessed models commit to their final answer this early, often within the first 20% of reasoning, across math/logic tasks and model families. The rest is mostly hedging that doesn't change their mind. And turns out they encode this internally, we can decode it! 🧵👇
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Daniel Scalena @danielsc4.it · 04/01/2026
Want models to translate in the style you actually like? Our paper is here! See you in Marocco! 🇲🇦
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Daniel Scalena @danielsc4.it · 16/10/2025
You can easily save up to 65% of compute while improving performance on reasoning tasks 🤯 👀 Meet EAGer: We show that monitoring token-level uncertainty lets LLMs allocate compute dynamically - spending MORE on hard problems, LESS on easy ones. 🧵👇
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Daniel Scalena @danielsc4.it · 20/08/2025
I’ll be attending the NEMI 2025 workshop this Friday and presenting a poster👇. Happy to chat about cool interpretability stuff there!
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Daniel Scalena @danielsc4.it · 23/05/2025
📢 New paper: Applied interpretability 🤝 MT personalization! We steer LLM generations to mimic human translator styles on literary novels in 7 languages. 📚 SAE steering can beat few-shot prompting, leading to better personalization while maintaining quality. 🧵1/
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Daniel Scalena @danielsc4.it · 21/11/2024
Now on 🦋!
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Daniel Scalena @danielsc4.it · 17/11/2024
It was great, I'm starting to get tickets for next year!
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