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Daily Paper CastLanguage Models are Injective and Hence Invertible
🤗 Upvotes: 42 | cs.LG, cs.AI
Authors:
Giorgos Nikolaou, Tommaso Mencattini, Donato Crisostomi, Andrea Santilli, Yannis Panagakis, Emanuele RodolĂ
Title:
Language Models are Injective and Hence Invertible
Arxiv:
http://arxiv.org/abs/2510.15511v3
Abstract:
Transformer components such as non-linear activations and normalization are inherently non-injective, suggesting that different inputs could map to the same output and prevent exact recovery of the input from a model's representations. In this paper, we challenge this view. First, we prove mathematically that transformer language models mapping discrete input sequences to their corresponding sequ...
2025-10-2424 min
All means all! - all-means-all.educationThe Role of Values in Inclusive Education
Join us as we delve into the vital connection between shared values and inclusive education. Through relatable stories and practical frameworks, we’ll uncover how personal beliefs shape teaching approaches, school culture, and student experiences. Learn how examining and aligning values can guide decisions, nurture empathy, and build belonging for every learner. This episode offers hands-on strategies for educators ready to embrace a values-driven approach that champions equity and inclusion.
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RADIO UNISSVOCI D'ITALIA20 voci da tutta Italia vi racconteranno in pillole il Belpaese : dalla Calabria al Trentino Alto Adige curiositĂ e aneddoti di ciascuna regione italiana. Oggi siamo nelle Marche con Tommaso Santilli, direttamente da Radio RUM.Conduce in studio: Ludovica MasalaRegia: Mario Fara & Lara MeRADIOUNISSViale Mancini 5, 07100 Sassariinfo@radiouniss.itredazione@radiouniss.it079228881
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