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Ruslan

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liked a model 2 days ago
deepseek-ai/DeepSeek-R1-0528-Qwen3-8B
reacted to seawolf2357's post with 👍 3 days ago
🚀 Just Found an Interesting New Leaderboard for Medical AI Evaluation! I recently stumbled upon a medical domain-specific FACTS Grounding leaderboard on Hugging Face, and the approach to evaluating AI accuracy in medical contexts is quite impressive, so I thought I'd share. 📊 What is FACTS Grounding? It's originally a benchmark developed by Google DeepMind that measures how well LLMs generate answers based solely on provided documents. What's cool about this medical-focused version is that it's designed to test even small open-source models. 🏥 Medical Domain Version Features 236 medical examples: Extracted from the original 860 examples Tests small models like Qwen 3 1.7B: Great for resource-constrained environments Uses Gemini 1.5 Flash for evaluation: Simplified to a single judge model 📈 The Evaluation Method is Pretty Neat Grounding Score: Are all claims in the response supported by the provided document? Quality Score: Does it properly answer the user's question? Combined Score: Did it pass both checks? Since medical information requires extreme accuracy, this thorough verification approach makes a lot of sense. 🔗 Check It Out Yourself The actual leaderboard: https://huggingface.co/spaces/MaziyarPanahi/FACTS-Leaderboard 💭 My thoughts: As medical AI continues to evolve, evaluation tools like this are becoming increasingly important. The fact that it can test smaller models is particularly helpful for the open-source community!
reacted to openfree's post with 🔥 10 days ago
🧠 AI Brand Naming with 15 Specialized Theories 🎯 Core Features 15 Expert Theories for professional brand naming Bilingual Support Korean/English for global brands Unified Evaluation System creativity/memorability/relevance scores Real-time Visualization theory-specific custom designs https://huggingface.co/spaces/openfree/Naming 🔬 Applied Theories Cognitive Theories (4) 🟦 Square Theory - Semantic square structure with 4-word relationships 🔊 Sound Symbolism - Psychological connections between phonemes and meaning 🧠 Cognitive Load - Minimized processing for instant recognition 👁️ Gestalt Theory - Perceptual principles where whole exceeds parts Creative Theories (3) 🔀 Conceptual Blending - Merging concepts to create new meanings 🔧 SCAMPER Method - 7 creative transformation techniques 🌿 Biomimicry - Nature-inspired wisdom from 3.8 billion years of evolution Strategic Theories (2) ✅ Jobs-to-be-Done - Customer-centric problem-solving focus 💭 Design Thinking - Human-centered innovation methodology Cultural Theories (3) 🎭 Jung's Archetype - 12 universal archetypes for emotional connection 🌐 Linguistic Relativity - Cross-cultural thinking patterns consideration 🧬 Memetics - Cultural transmission and evolutionary potential Differentiation Theories (3) ⚡ Von Restorff Effect - Uniqueness for 30x better recall 🎨 Color Psychology - Emotional associations and color meanings 🌍 Network Effects - Value maximization through network structures 💫 Special Features Each theory provides unique visualizations and customized analysis: Square Theory → 4-corner relationship diagram Blending → Concept fusion flowchart Color → Interactive color palette display Theory-specific insights for each approach 🎨 Output Information Core: Brand name, slogan, values, emotions, personality Visual: Colors, concepts, typography styles Linguistic: Pronunciation, etymology, global adaptability Strategic: Differentiation, positioning, growth potential Theory-specific...
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