{"article":{"annotation":{"article_id":"materials-ai-benchmarking-gnome-duplicates-2026","available_at":"2026-10-13T00:52:08.629739Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"08e5cfddaedc847ea4062dd3a386eef13ad13429161ae26149cdd546ecb78008","input_sha256":"afb0d92c2883695fbcd4b5e2951f63dd7b244f22166870e7b52b3be7faa182c9","limitations":["Rule-derived subjects are candidates, not verified editorial labels or calibrated model probabilities.","Coverage is distinct from event location. Unknown country/city/coordinates remain absent; no automatic geocoding.","Article geometries keep their stated precision and methodology; reproducing them is not independent coordinate verification."],"method":"controlled-rules-v1","places":[{"admin1":null,"city":null,"coordinate_note":null,"coordinate_reference_system":"OGC:CRS84","coordinate_source":null,"country":"GB","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://arxiv.org/abs/2610.13885"]}],"geometry":null,"id":"iso3166-1:GB","kind":"country-or-area","labels":{"ar":"المملكة المتحدة لبريطانيا العظمى وآيرلندا الشمالية","en":"United Kingdom of Great Britain and Northern Ireland","es":"Reino Unido de Gran Bretaña e Irlanda del Norte","fr":"Royaume-Uni de Grande-Bretagne et d’Irlande du Nord"},"match_status":"candidate","precision":"regional","role":"coverage","uncertainty_m":null}],"rules_sha256":"fb5ad3c27c91cb840f7a0a05f7f64a5cb26ad0374409ff9457f277c7092e22b4","schema_version":1,"subjects":[{"concept_id":"medtop:20001298","confidence":null,"confidence_method":null,"evidence":[{"field":"en.title+en.summary","language":"en","note":"Subject suggested from the title or summary: AI","source_urls":["https://arxiv.org/abs/2610.13885"]}],"method":"controlled-rules-v1","rule_id":"artificial-intelligence","status":"candidate"}],"taxonomy_revision":"1f2db31d811fca07e99b16d402c10e2cc2965c9df1c7b41d9be348b40a24e7fb","taxonomy_version":"IPTC Media Topics 2026-Q2"},"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=de","category":"technology","content":{"key_points":[],"paragraphs":["Das Team verglich Kristalle schrittweise anhand von Verteilungen interatomarer Abstände und daraus abgeleiteter stärkerer Strukturmerkmale. Der Beitrag erläutert, warum eine abweichende chemische Formel oder CIF-Datei allein kein strukturell neues Material belegt.","Die Autoren nennen 554.054 Einträge in GNoME2, davon 301.413 auch in GNoME1, und vergleichen die Strukturen beider Versionen mit invariantenbasierten Verfahren. Das ist eine Datenbankprüfung und keine Zählung neu hergestellter experimenteller Materialien. Vor automatisierten Entdeckungsbehauptungen schlagen sie getrennte Prüfungen von Neuheit, Stabilität und Synthesierbarkeit vor."],"sections":[]},"corrections":[],"country":"GB","data":{"blocks":[{"columns":[{"key":"quantity","label":{"ar":"الكمية المبلغ عنها","de":"Berichtete Menge","en":"Reported quantity","es":"Cantidad comunicada","fr":"Quantité rapportée","pt":"Quantidade relatada","tr":"Ölçülen veya modellenen miktar"},"language":"en","type":"text"},{"key":"value","label":{"ar":"القيمة","de":"Wert","en":"Value","es":"Valor","fr":"Valeur","pt":"Valor","tr":"Değer"},"type":"number","unit":"count"},{"key":"study_scope","label":{"ar":"نطاق الدراسة المحدد","de":"Studienspezifischer Umfang","en":"Study-specific scope","es":"Alcance específico del estudio","fr":"Périmètre propre à l’étude","pt":"Âmbito específico do estudo","tr":"Çalışmaya özgü kapsam"},"language":"en","type":"text"}],"description":{"ar":"إجمالي مدخلات قاعدة البيانات الذي أورده المؤلفون؛ وليس عدداً لمواد جديدة صُنعت تجريبياً.","de":"Von den Autoren genannte Gesamtzahl von Datenbankeinträgen; keine Zählung neu hergestellter experimenteller Materialien.","en":"Database-entry total reported by the authors; it is not a count of newly made experimental materials.","es":"Total de registros de la base de datos indicado por los autores; no es un recuento de materiales nuevos fabricados experimentalmente.","fr":"Total d’entrées de base de données indiqué par les auteurs; il ne s’agit pas du nombre de matériaux nouveaux fabriqués expérimentalement.","pt":"Total de entradas da base de dados indicado pelos autores; não é uma contagem de novos materiais produzidos experimentalmente.","tr":"Yazarların bildirdiği veri tabanı kayıt toplamı; yeni deneysel olarak üretilmiş malzemelerin sayısı değildir."},"id":"study-result","methodology":{"ar":"تذكر الورقة 554,054 مدخلاً في GNoME2 وتقارن بشكل منفصل التكرار البنيوي مع GNoME1.","de":"Der Beitrag nennt 554.054 GNoME2-Einträge und vergleicht strukturelle Duplikate zusätzlich mit GNoME1.","en":"The paper reports 554,054 GNoME2 entries and separately compares structural duplicates with GNoME1.","es":"El artículo comunica 554.054 registros en GNoME2 y compara por separado los duplicados estructurales con GNoME1.","fr":"L’article indique 554 054 entrées GNoME2 et compare séparément les doublons structurels avec GNoME1.","pt":"O artigo indica 554.054 entradas no GNoME2 e compara separadamente os duplicados estruturais com o GNoME1.","tr":"Makale GNoME2 için 554.054 kayıt bildiriyor ve GNoME1 ile yapısal tekrarları ayrıca karşılaştırıyor."},"rowTranslations":[{"quantity":{"ar":"المدخلات في مجموعة بيانات GNoME2 التي فحصتها الدراسة","de":"Einträge im untersuchten GNoME2-Datensatz","en":"Entries in the GNoME2 dataset examined by the study","es":"Registros del conjunto GNoME2 examinado por el estudio","fr":"Entrées de l’ensemble GNoME2 examiné par l’étude","pt":"Entradas no conjunto GNoME2 analisado pelo estudo","tr":"Çalışmada incelenen GNoME2 veri kümesindeki kayıtlar"},"study_scope":{"ar":"إجمالي مدخلات قاعدة البيانات الذي أورده المؤلفون؛ وليس عدداً لمواد جديدة صُنعت تجريبياً.","de":"Von den Autoren genannte Gesamtzahl von Datenbankeinträgen; keine Zählung neu hergestellter experimenteller Materialien.","en":"Database-entry total reported by the authors; it is not a count of newly made experimental materials.","es":"Total de registros de la base de datos indicado por los autores; no es un recuento de materiales nuevos fabricados experimentalmente.","fr":"Total d’entrées de base de données indiqué par les auteurs; il ne s’agit pas du nombre de matériaux nouveaux fabriqués expérimentalement.","pt":"Total de entradas da base de dados indicado pelos autores; não é uma contagem de novos materiais produzidos experimentalmente.","tr":"Yazarların bildirdiği veri tabanı kayıt toplamı; yeni deneysel olarak üretilmiş malzemelerin sayısı değildir."}}],"rows":[{"quantity":"Entries in the GNoME2 dataset examined by the study","study_scope":"Database-entry total reported by the authors; it is not a count of newly made experimental materials.","value":554054}],"sourceUrls":["https://arxiv.org/abs/2610.13885"],"title":{"ar":"نتيجة الدراسة المعلنة","de":"Berichtetes Studienergebnis","en":"Reported study result","es":"Resultado comunicado por el estudio","fr":"Résultat rapporté de l’étude","pt":"Resultado relatado pelo estudo","tr":"Bildirilen çalışma sonucu"},"type":"table","updatedAt":"2026-10-13T00:30:25Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026/data/study-result?lang=de&format=csv","json":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026/data/study-result?lang=de&format=json"},"id":"study-result"}],"data_types":["table"],"editorial_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"de","scope":"topic","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"event_id":"event-414c161d-199b-5bf8-9da5-6111426896b2","event_period":"2026-10-09","event_period_basis":"event-or-reference-period","id":"materials-ai-benchmarking-gnome-duplicates-2026","image":null,"importance":0.6,"language":"de","modified_at":"2026-10-13T00:51:40+00:00","publication_basis":"publication-record","published_at":"2026-10-13T00:51:40+00:00","reading_minutes":1,"region":"world","relations":[],"section_illustration":{"alt":"Konzeptionelle Darstellung von Technologie, Prozessoren und verbundenen Informationen.","asset_id":"newsverum-v1-technology","avif_variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.avif","width":480},{"height":480,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-720.avif","width":720},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.avif","width":960},{"height":800,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1200.avif","width":1200},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.avif","width":1536}],"credit":"Newsverum","documentary":false,"height":1024,"kind":"symbolic-editorial-illustration","language":"de","scope":"section","url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","variants":[{"height":320,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-480.webp","width":480},{"height":640,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-960.webp","width":960},{"height":1024,"url":"https://newsverum.com/assets/newsverum/illustrations/v1/technology-1536.webp","width":1536}],"width":1536},"slug":"materials-ai-benchmarking-gnome-duplicates-2026","sources":[{"checkedAt":"2026-10-13","name":"arXiv","publishedAt":"2026-10-09","url":"https://arxiv.org/abs/2610.13885"}],"summary":"Forschende aus Liverpool und dem University College London verglichen Kristallstrukturen mit stetigen mathematischen Invarianten. Ihr Preprint untersucht zwei GNoME-Datensatzversionen und betont, dass Duplikate vor Behauptungen über neue Materialien geprüft werden müssen.","text":"Forschende aus Liverpool und dem University College London verglichen Kristallstrukturen mit stetigen mathematischen Invarianten. Ihr Preprint untersucht zwei GNoME-Datensatzversionen und betont, dass Duplikate vor Behauptungen über neue Materialien geprüft werden müssen.\n\nDas Team verglich Kristalle schrittweise anhand von Verteilungen interatomarer Abstände und daraus abgeleiteter stärkerer Strukturmerkmale. Der Beitrag erläutert, warum eine abweichende chemische Formel oder CIF-Datei allein kein strukturell neues Material belegt.\n\nDie Autoren nennen 554.054 Einträge in GNoME2, davon 301.413 auch in GNoME1, und vergleichen die Strukturen beider Versionen mit invariantenbasierten Verfahren. Das ist eine Datenbankprüfung und keine Zählung neu hergestellter experimenteller Materialien. Vor automatisierten Entdeckungsbehauptungen schlagen sie getrennte Prüfungen von Neuheit, Stabilität und Synthesierbarkeit vor.","title":"Studie schlägt strengere Prüfungen für Neuheitsbehauptungen bei Material-KI vor","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=en","language":"en","url":"https://newsverum.com/en/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=es","language":"es","url":"https://newsverum.com/es/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=de","language":"de","url":"https://newsverum.com/de/news/materials-ai-benchmarking-gnome-duplicates-2026"},{"api_url":"https://newsverum.com/api/v1/articles/materials-ai-benchmarking-gnome-duplicates-2026?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/materials-ai-benchmarking-gnome-duplicates-2026"}],"url":"https://newsverum.com/de/news/materials-ai-benchmarking-gnome-duplicates-2026"},"version":"1"}