{"id":13599,"date":"2024-07-28T17:00:03","date_gmt":"2024-07-28T17:00:03","guid":{"rendered":"https:\/\/dailyai.com\/?p=13599"},"modified":"2024-07-29T09:48:32","modified_gmt":"2024-07-29T09:48:32","slug":"ai-models-face-collapse-when-trained-on-ai-generated-data-study-finds","status":"publish","type":"post","link":"https:\/\/dailyai.com\/it\/2024\/07\/ai-models-face-collapse-when-trained-on-ai-generated-data-study-finds\/","title":{"rendered":"Secondo uno studio, i modelli di intelligenza artificiale subiscono un crollo quando vengono addestrati su dati generati dall'IA"},"content":{"rendered":"<p><b>Un nuovo studio pubblicato su Nature rivela che i modelli di intelligenza artificiale, compresi i modelli linguistici di grandi dimensioni (LLM), degradano rapidamente in qualit\u00e0 quando vengono addestrati su dati generati da modelli di intelligenza artificiale precedenti.\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Questo fenomeno, definito \"collasso del modello\", potrebbe erodere la qualit\u00e0 dei futuri modelli di IA, in particolare man mano che un numero maggiore di contenuti generati dall'IA viene diffuso su Internet e, quindi, riciclato e riutilizzato nei dati di addestramento dei modelli.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Per studiare questo fenomeno, i ricercatori dell'Universit\u00e0 di Cambridge, dell'Universit\u00e0 di Oxford e di altre istituzioni <a href=\"https:\/\/www.nature.com\/articles\/s41586-024-07566-y\">esperimenti condotti<\/a> dimostrando che quando i modelli di intelligenza artificiale vengono ripetutamente addestrati su dati prodotti da versioni precedenti di loro stessi, iniziano a generare risultati senza senso.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ci\u00f2 \u00e8 stato osservato in diversi tipi di modelli di intelligenza artificiale, tra cui modelli linguistici, autoencoder variazionali e modelli a miscela gaussiana.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In un esperimento chiave con i modelli linguistici, il team ha messo a punto il modello OPT-125m sul set di dati WikiText-2 e poi lo ha usato per generare nuovo testo. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Il testo generato dall'intelligenza artificiale \u00e8 stato poi utilizzato per addestrare la successiva \"generazione\" del modello e il processo \u00e8 stato ripetuto pi\u00f9 volte.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Non pass\u00f2 molto tempo prima che i modelli iniziassero a produrre testi sempre pi\u00f9 improbabili e insensati.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Alla nona generazione, il modello generava un'assoluta incomprensione, ad esempio elencando diversi tipi inesistenti di \"jackrabbit\" quando gli veniva chiesto di parlare dei campanili delle chiese inglesi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I ricercatori hanno anche osservato come i modelli perdano informazioni su eventi \"rari\" o poco frequenti prima del collasso completo.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Si tratta di un dato allarmante, poich\u00e9 gli eventi rari sono spesso legati a gruppi emarginati o a fenomeni anomali. Senza di essi, i modelli rischiano di concentrare le loro risposte su uno spettro ristretto di idee e convinzioni, rafforzando cos\u00ec i pregiudizi.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Le aziende di intelligenza artificiale ne sono consapevoli e per questo motivo stanno stringendo accordi con le aziende giornalistiche e gli editori per assicurarsi un flusso costante di informazioni di alta qualit\u00e0, scritte dall'uomo e rilevanti dal punto di vista topico.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Il messaggio \u00e8 che dobbiamo stare molto attenti a ci\u00f2 che finisce nei nostri dati di formazione\". <\/span><span style=\"font-weight: 400;\">studio<\/span><span style=\"font-weight: 400;\"> il coautore Zakhar Shumaylov dell'Universit\u00e0 di Cambridge <\/span><a href=\"https:\/\/www.nature.com\/articles\/d41586-024-02420-7\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">ha detto a Nature<\/span><\/a><span style=\"font-weight: 400;\">. \"Altrimenti, le cose andranno sempre, e provabilmente, male\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ad aggravare questo effetto, un recente <\/span><a href=\"https:\/\/reutersinstitute.politics.ox.ac.uk\/how-many-news-websites-block-ai-crawlers\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">studio<\/span><\/a><span style=\"font-weight: 400;\"> del Dr. Richard Fletcher, direttore della ricerca presso il Reuters Institute for the Study of Journalism, ha rilevato che quasi la met\u00e0 (48%) dei siti di notizie pi\u00f9 popolari in tutto il mondo sono ora inaccessibili ai crawler di OpenAI, mentre i crawler dell'AI di Google sono bloccati da 24% di siti.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Di conseguenza, i modelli di IA hanno accesso a un pool di dati recenti e di alta qualit\u00e0 pi\u00f9 ridotto rispetto a un tempo, aumentando il rischio di addestramento su dati inferiori alla norma o obsoleti.\u00a0<\/span><\/p>\n<h2>Soluzioni per il collasso del modello<\/h2>\n<p><span style=\"font-weight: 400;\">Per quanto riguarda le soluzioni, i ricercatori affermano che mantenere l'accesso a fonti di dati originali e generate dall'uomo \u00e8 fondamentale per il futuro dell'IA.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tracciare e gestire i contenuti generati dall'IA sarebbe utile anche per evitare che contaminino accidentalmente i dataset di formazione. Sarebbe molto difficile, dato che i contenuti generati dall'IA stanno diventando impossibili da individuare.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I ricercatori propongono quattro soluzioni principali:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Filigrana dei contenuti generati dall'IA per distinguerli dai dati creati dall'uomo<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Creare incentivi per gli esseri umani a continuare a produrre contenuti di alta qualit\u00e0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sviluppare metodi pi\u00f9 sofisticati di filtraggio e curatela per i dati di formazione.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Esplorare i modi per preservare e dare priorit\u00e0 all'accesso alle informazioni originali, non generate dall'intelligenza artificiale.<\/span><\/li>\n<\/ul>\n<h2>Il collasso dei modelli \u00e8 un problema reale<\/h2>\n<p><span style=\"font-weight: 400;\">Questo studio non \u00e8 l'unico a esplorare il collasso dei modelli.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Non molto tempo fa, i ricercatori di Stanford <\/span><a href=\"https:\/\/arxiv.org\/abs\/2404.01413\"><span style=\"font-weight: 400;\">confronto tra due scenari<\/span><\/a><span style=\"font-weight: 400;\"> in cui potrebbe verificarsi il collasso del modello: uno in cui i dati di addestramento di ogni nuova iterazione del modello sostituiscono completamente i dati precedenti e un altro in cui i dati sintetici vengono aggiunti al dataset esistente.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Quando i dati sono stati sostituiti, le prestazioni del modello sono peggiorate rapidamente in tutte le architetture testate.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Tuttavia, quando i dati sono stati lasciati \"accumulare\", il collasso del modello \u00e8 stato ampiamente evitato. I sistemi di intelligenza artificiale hanno mantenuto le loro prestazioni e, in alcuni casi, hanno mostrato miglioramenti.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Quindi, nonostante le preoccupazioni credibili, il collasso del modello non \u00e8 una conclusione scontata: dipende dalla quantit\u00e0 di dati generati dall'IA presenti nel set e dal rapporto tra dati sintetici e autentici.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Se e quando il collasso del modello comincer\u00e0 ad essere evidente nei modelli di frontiera, potete star certi che le aziende di IA si daranno da fare per trovare una soluzione a lungo termine.\u00a0<\/span><\/p>\n<p>Non ci siamo ancora, ma potrebbe essere una questione di quando, non di se.<\/p>","protected":false},"excerpt":{"rendered":"<p>Un nuovo studio pubblicato su Nature rivela che i modelli di intelligenza artificiale, compresi i modelli linguistici di grandi dimensioni (LLM), degradano rapidamente in qualit\u00e0 quando vengono addestrati su dati generati da modelli di intelligenza artificiale precedenti.  Questo fenomeno, definito \"collasso del modello\", potrebbe erodere la qualit\u00e0 dei futuri modelli di IA, in particolare quando un numero sempre maggiore di contenuti generati dall'IA viene diffuso su Internet e, quindi, riciclato e riutilizzato nei dati di addestramento dei modelli.  Per studiare questo fenomeno, i ricercatori dell'Universit\u00e0 di Cambridge, dell'Universit\u00e0 di Oxford e di altre istituzioni hanno condotto esperimenti che dimostrano che quando i modelli di IA vengono ripetutamente addestrati su dati prodotti da versioni precedenti di loro stessi, iniziano a generare risultati senza senso.  Questo \u00e8 stato<\/p>","protected":false},"author":2,"featured_media":13600,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[105,619],"class_list":["post-13599","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-machine-learning","tag-model-collapse"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI models face collapse when trained on AI-generated data, study finds | DailyAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/it\/2024\/07\/ai-models-face-collapse-when-trained-on-ai-generated-data-study-finds\/\" \/>\n<meta property=\"og:locale\" content=\"it_IT\" \/>\n<meta property=\"og:type\" 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