{"article":{"annotation":{"article_id":"russian-researchers-test-llm-agents-for-neural-network-tuning","available_at":"2026-10-12T23:34:06.439590Z","geography_revision":"ef6ee0010dda5fe7b240fd514749b43e214c57da73222d2e40ec83b276dd0977","id":"5381a8917e05642b7235056d2bbb858c8fc94e376c742d2d56f31db4d1e4634c","input_sha256":"d995739cfd80b841a35db476ccd98152da282e88d03e1096a62fc978ada48482","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":"RU","evidence":[{"field":"country","language":"en","note":"Explicit preserved editorial country/region; no city or national centroid inferred","source_urls":["https://arxiv.org/html/2610.13663v1"]}],"geometry":null,"id":"iso3166-1:RU","kind":"country-or-area","labels":{"ar":"الاتحاد الروسي","en":"Russian Federation","es":"Federación de Rusia","fr":"Fédération de Russie"},"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: LLM","source_urls":["https://arxiv.org/html/2610.13663v1"]}],"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/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=tr","category":"technology","content":{"key_points":[],"paragraphs":["Kurchatov Enstitüsü, MEPhI Ulusal Nükleer Araştırma Üniversitesi ve Moskova Fizik ve Teknoloji Enstitüsü araştırmacıları, sinir ağlarının belirli bileşenlerini ayarlamak için çok ajanlı dil modelleri kullanan bir çalışma yayımladı. 9 Ekim tarihli makalede hipotez kurma, kodlama ve deney kaydı rolleri ayrılıyor; modelin genel ağ mimarisi sabit tutuluyor. Ekipte Çin’deki Harbin Teknoloji Enstitüsü’nden bir araştırmacı da yer alıyor.","Deneyler MNIST ve Digits sınıflandırmasında darbeli sinir ağlarını, ayrıca diferansiyel denklemlerde fizik bilgili sinir ağlarını kapsadı. Makale bazı ölçütlerde iyileşmeler bildiriyor; ancak analitik çözümü bilinen soliton testi, bilinen formülün sisteme verilmesine izin verdiğinden bağımsız ve karmaşık bir arama ölçüsü sayılmamalı. Bulgular, incelenen görev ve ayarlarla sınırlı deneysel sonuçlardır."],"sections":[]},"corrections":[],"country":"RU","data":{"blocks":[{"columns":[{"key":"indicator","label":{"ar":"المؤشر","de":"Indikator","en":"Indicator","es":"Indicador","fr":"Indicateur","pt":"Indicador","tr":"Gösterge"},"type":"text"},{"key":"count","label":{"ar":"العدد في نطاق التجربة","de":"Zahl im Versuchsrahmen","en":"Experimental scope count","es":"Cantidad en el alcance experimental","fr":"Nombre dans le périmètre expérimental","pt":"Quantidade no escopo experimental","tr":"Deney kapsamındaki sayı"},"type":"number","unit":"count"},{"key":"released","label":{"ar":"تاريخ نشر المسودة الأولية","de":"Veröffentlichungsdatum des Preprints","en":"Preprint publication date","es":"Fecha de publicación de la prepublicación","fr":"Date de publication de la prépublication","pt":"Data de publicação da pré-publicação","tr":"Ön baskının yayın tarihi"},"type":"date"}],"description":{"ar":"مهمتا تصنيف نبضي وثلاث مسائل معادلات 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expérimental ; ce n’est ni une statistique nationale ni un résultat de terrain.","pt":"Número informado no escopo experimental do artigo; não é estatística nacional nem resultado de campo.","tr":"Sayı, kaynak çalışmada bildirilen deney kapsamıdır; ulusal istatistik veya saha sonucu değildir."},"rowTranslations":[{"indicator":{"ar":"المهام التجريبية المقيمة","de":"Bewertete Versuchsaufgaben","en":"Experimental tasks evaluated","es":"Tareas experimentales evaluadas","fr":"Tâches expérimentales évaluées","pt":"Tarefas experimentais avaliadas","tr":"İncelenen deney görevi"}}],"rows":[{"count":5,"indicator":"Experimental tasks evaluated","released":"2026-10-09"}],"sourceUrls":["https://arxiv.org/html/2610.13663v1"],"title":{"ar":"نطاق الدراسة","de":"Umfang der Studie","en":"Study scope","es":"Alcance del estudio","fr":"Périmètre de l’étude","pt":"Escopo do estudo","tr":"Çalışmanın kapsamı"},"type":"table","updatedAt":"2026-10-12T23:24:06Z"}],"version":1},"data_downloads":[{"formats":{"csv":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning/data/study-experimental-scope?lang=tr&format=csv","json":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning/data/study-experimental-scope?lang=tr&format=json"},"id":"study-experimental-scope"}],"data_types":["table"],"editorial_illustration":{"alt":"Teknoloji, işlemci ve bağlantılı bilginin kavramsal 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Ekipte Çin’deki Harbin Teknoloji Enstitüsü’nden bir araştırmacı da yer alıyor.\n\nDeneyler MNIST ve Digits sınıflandırmasında darbeli sinir ağlarını, ayrıca diferansiyel denklemlerde fizik bilgili sinir ağlarını kapsadı. Makale bazı ölçütlerde iyileşmeler bildiriyor; ancak analitik çözümü bilinen soliton testi, bilinen formülün sisteme verilmesine izin verdiğinden bağımsız ve karmaşık bir arama ölçüsü sayılmamalı. Bulgular, incelenen görev ve ayarlarla sınırlı deneysel sonuçlardır.","title":"Rus araştırmacılar sinir ağı ayarında çok ajanlı LLM sistemini sınadı","topics":[],"translations":[{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=tr","language":"tr","url":"https://newsverum.com/tr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=en","language":"en","url":"https://newsverum.com/en/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=ar","language":"ar","url":"https://newsverum.com/ar/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=fr","language":"fr","url":"https://newsverum.com/fr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=es","language":"es","url":"https://newsverum.com/es/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=de","language":"de","url":"https://newsverum.com/de/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},{"api_url":"https://newsverum.com/api/v1/articles/russian-researchers-test-llm-agents-for-neural-network-tuning?lang=pt","language":"pt","url":"https://newsverum.com/pt/news/russian-researchers-test-llm-agents-for-neural-network-tuning"}],"url":"https://newsverum.com/tr/news/russian-researchers-test-llm-agents-for-neural-network-tuning"},"version":"1"}