Importantly, CulturalGround is further evidence that we are not out of data yet and we can squeeze out more and more training data from the knowledge bases. By just rethinking where cultural data resides and systematically generating factual questions and answers about the
GENERATIVE AI
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CulturalGround Fine-tuning Achieves State-of-the-Art Performance on Cultural Benchmarks
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To demonstrate the effectiveness of CulturalGround, we fine-tune an existing multimodel model Pangea on a subset of the dataset. The resulting model achieves state-of-the-art performance for its model size on multiple cultural benchmarks in PangeaBench and other benchmarks. Below
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CulturalPangea Excels in Multilingual and English Performance
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CulturalPangea not only achieves good performance on multilingual cultural understanding, but also perform well on English, and overall.
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CulturalGround: Building Inclusive Multimodal LLMs for Global Contexts
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Current multimodal LLMs excel in English and Western contexts but struggle with cultural knowledge from underrepresented regions and languages. How can we build truly globally inclusive vision-language models? We are introducing CulturalGround, a large-scale dataset with 22M
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Embodied Intelligence and AI Systems Interacting with Physical World
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Ask us your questions about embodied intelligence or AI systems that interact w/the world. We’re featuring a few in an upcoming explainer w/MIT prof. Vincent Sitzmann (
@vincesitzmann
). For more on his work: https://
vincentsitzmann.com -

Top Artificial Intelligence Books for Career Growth and Learning
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Explore TOP #Artificialintelligence Books for reading, learning, growing your knowledge and advancing your career: http://
amzn.to/2YRE6Sj
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#DataScience #DataMining #MachineLearning #AI #DeepLearning #Mathematics #GenerativeAI #LLMs #Algorithms #DataScientist #Python -

Marketing Teams Must Urgently Pivot Strategy for AI Era
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If your company has not had a red alert all-hands among your marketing/ads/search team to pivot and make a new plan for the AI era, you are extremely – and I mean extremely – behind. Do it in the next 2 weeks. Read my recent newsletter on AI SEO as prep:
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LLM Engineer’s Handbook: Master Large Language Models from Concept to Production
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LLM Engineer's Handbook — Master the art of engineering Large Language Models #LLMs from concept to production: http://
amzn.to/4dUQrv6 v/ @PacktDataML Implement robust data pipelines and manage LLM training cycles Create your own LLM and refine with the help of hands-on -
The Future of Work in the Age of AI and Automation
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In the world of humachinekind, you have the opportunity to live and work the way you want.
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Jan-v1 4B Model: Open-Source Web Search Alternative to Perplexity Pro
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Jan-v1 4B model for web search, an open-source alternative to Perplexity Pro?
— Chubby♨️ (@kimmonismus) 12 août 2025
Yes, please! Really cool! https://t.co/VBGhcxwqvsJan-v1 4B model for web search, an open-source alternative to Perplexity Pro? Yes, please! Really cool!