Модель Llama-Embed-Nemotron-8B от NVIDIA вышла на 1-е место в рейтинге MMTEB — став лучшей открытой и переносимой моделью эмбеддингов в мире.
Она установила новый стандарт в задачах поиска, реранжирования и семантического сходства более чем на 1000 языках, превзойдя решения Google GeminiEmbedding и Alibaba Qwen3-8B.
Построенная на базе Llama-3.1-8B, модель обучалась на 16 млн пар “запрос-документ”, прошла инструкционно-ориентированный fine-tuning и использует модельное слияние (model merging) для объединения многоязычного поиска в единую систему.
Это - большой шаг вперёд для open-source ИИ и многоязычных исследований.
https://huggingface.co/nvidia/omni-embed-nemotron-3b
#AI#NVIDIA#Llama#Embeddings#Multilingual#Retrieval#OpenSource#LLM#SemanticSearch#Nemotron#MMTEB#DeepLearning#AIResearch
She's a mother, a daughter,
She's brave, courageous,
Is She's feeble ? Helpless ?
No! It's you, your frame of mind,
Still let's her freedom to rescind!
She's not disabled,
Just the scenario made her existence confined,
Even in the century of 21st,
She's still defenseless over the set of your mind!
She never got the freedom, which a boy gets at his age,
So could you please let me know,
How She's guilty at every stage ?
Either She's LAXMI to NIRBHAYA and PRIYANAKA in 2019,
Nothing has changed,
Every single day, every single minute, nd in every single second,
She's molested, burnt and raped!
This act is plaintive enough,
We can't even think of,
Only a question I wanted to ask,
When she'll get rid of!
💯
-Gurpreet Bhatia
#guri#poetry#review#write