Lmst

SigmaEval là một công cụ mới được giới thiệu, tập trung vào việc đánh giá thống kê cho các ứng dụng AI tạo sinh (GenAI).

#SigmaEval #GenAI #AITạoSinh #ĐánhGiáAI #StatisticalEvaluation #AIEvaluation

https://github.com/Itura-AI/SigmaEval

Sự phát triển nhanh chóng của các mô hình AI hiện đại đòi hỏi bộ tiêu chuẩn đánh giá sâu rộng năng lực phức tạp, nhằm thúc đẩy hoàn thiện các mô hình ngôn ngữ lớn (LLM) tiên tiến. Các chuyên gia nhấn mạnh, AI càng thông minh, việc đánh giá càng phải toàn diện hơn để đảm bảo an toàn và hiệu quả.

#AI #TríTuệNhânTạo #AIModels #MôHìnhAI #AIEvaluation #ĐánhGiáAI #CôngNghe #Tech

https://vietnamnet.vn/cang-thong-minh-mo-hinh-ai-cang-can-bo-tieu-chuan-danh-gia-nang-luc-phuc-tap-2448553.html

Is your AI evaluation stuck at precision and recall? 🤖

At QCon AI, Mallika Rao @Netflix unpacks a multi-layered evaluation framework that goes beyond metrics to include product safety, user experience, and infra robustness.

#QConAI #EnterpriseAI #AIEvaluation #MLOps

Khái niệm đánh giá AI agent với rolling benchmarks - chỉ dùng mã nguồn mới xuất bản để tránh overfitting. Cách tiếp cận hứa hẹn đánh giá sát hơn với ứng dụng thực tế. #AI #Benchmarking #AIevaluation #ĐánhGiáAI #Benchmark #TríTuệNhânTạo

https://www.reddit.com/r/LocalLLaMA/comments/1nmvw7a/rolling_benchmarks_evaluating_ai_agents_on_unseen/

Why accessibility might be AI’s biggest breakthrough https://arstechni.ca/CKTS #DepartmentforBusinessandTrade #workplaceaccommodation #AIaccessibility #machinelearning #neurodiversity #accessibility #AIassistants #AIevaluation #ukgovernment #M365Copilot #disability #AIandwork #microsoft #dyslexia #AIstudy #Biz&IT #ADHD #AI

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Zastanawialiście się kiedyś, jak ocenić agenta AI, który ciągle się uczy? Ten artykuł (https://arxiv.org/abs/2507.21046v2) porusza wyzwania związane z ewaluacją #SelfEvolvingAgents. To nie tylko sukces w zadaniu, ale także #Adaptacyjność, #Retencja wiedzy, #Generalizacja, #Efektywność i #Bezpieczeństwo. Co jest najważniejsze? #AIEvaluation

🤖💥 "AI benchmarks are broken!" screams the prophet of the obvious in the latest edition of "Why We Can't Have Nice Things". Turns out, evaluating AI is as reliable as asking a cat to guard your fish tank. 🐟🙀 #Substack subscribers, brace for groundbreaking insights!
https://ddkang.substack.com/p/ai-agent-benchmarks-are-broken #AIbenchmarks #broken #AIevaluation #insights #technology #news #HackerNews #ngated

🔥 Welcome to the thrilling world of AI evaluation FAQs, where answering "Is RAG dead?" is as vital as curing hiccups with vinegar. 🧐 Spend your precious life pondering whether to adopt off-the-shelf tools or channel your inner carpenter. 🛠️ Remember, binary pass/fail is the hipster way of saying "I don't do #nuance." 🥳
https://hamel.dev/blog/posts/evals-faq/ #AIevaluation #RAGtools #offtheshelf #hackernews #HackerNews #ngated

About AI Evals

https://hamel.dev/blog/posts/evals-faq/

#HackerNews #AI #Evals #AIevaluation #MachineLearning #TechTrends #HackerNews

Scale AI stellt „Scale Evaluation“ vor – eine neue Plattform zur automatisierten Bewertung von KI-Modellen über verschiedene Benchmarks. Ziel: Schwächen erkennen, gezielt verbessern.

🔗 https://opentools.ai/news/scale-ai-unveils-scale-evaluation-revolutionizing-ai-model-testing

#KI #AIEvaluation #MachineLearning #AITesting

The educator panic over AI is real, and rational.
I've been there myself. The difference is I moved past denial to a more pragmatic question: since AI regulation seems unlikely (with both camps refusing to engage), how do we actually work with these systems?

The "AI will kill critical thinking" crowd has a point, but they're missing context.
Critical reasoning wasn't exactly thriving before AI arrived: just look around. The real question isn't whether AI threatens thinking skills, but whether we can leverage it the same way we leverage other cognitive tools.

We don't hunt our own food or walk everywhere anymore.
We use supermarkets and cars. Most of us Google instead of visiting libraries. Each tool trade-off changed how we think and what skills matter. AI is the next step in this progression, if we're smart about it.

The key is learning to think with AI rather than being replaced by it.
That means understanding both its capabilities and our irreplaceable human advantages.

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#AI #Education #FutureOfEducation #AIinEducation #LLM #ChatGPT #Claude #EdAI #CriticalThinking #CognitiveScience #Metacognition #HigherOrderThinking #Reasoning #Vygotsky #Hutchins #Sweller #LearningScience #EducationalPsychology #SocialLearning #TechforGood #EticalAI #AILiteracy #PromptEngineering #AISkills #DigitalLiteracy #FutureSkills #LRM #AIResearch #AILimitations #SystemsThinking #AIEvaluation #MentalModels #LifelongLearning #AIEthics #HumanCenteredAI #DigitalTransformation #AIRegulation #ResponsibleAI #Philosophy

AI isn't going anywhere. Time to get strategic:
Instead of mourning lost critical thinking skills, let's build on them through cognitive delegation—using AI as a thinking partner, not a replacement.

This isn't some Silicon Valley fantasy:
Three decades of cognitive research already mapped out how this works:

Cognitive Load Theory:
Our brains can only juggle so much at once. Let AI handle the grunt work while you focus on making meaningful connections.

Distributed Cognition:
Naval crews don't navigate with individual genius—they spread thinking across people, instruments, and procedures. AI becomes another crew member in your cognitive system.

Zone of Proximal Development
We learn best with expert guidance bridging what we can't quite do alone. AI can serve as that "more knowledgeable other" (though it's still early days).
The table below shows what this looks like in practice:

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#AI #Education #FutureOfEducation #AIinEducation #LLM #ChatGPT #Claude #EdAI #CriticalThinking #CognitiveScience #Metacognition #HigherOrderThinking #Reasoning #Vygotsky #Hutchins #Sweller #LearningScience #EducationalPsychology #SocialLearning #TechforGood #EticalAI #AILiteracy #PromptEngineering #AISkills #DigitalLiteracy #FutureSkills #LRM #AIResearch #AILimitations #SystemsThinking #AIEvaluation #MentalModels #LifelongLearning #AIEthics #HumanCenteredAI #DigitalTransformation #AIRegulation #ResponsibleAI #Philosophy

Critical reasoning vs Cognitive Delegation

Old School Focus:

Building internal cognitive capabilities and managing cognitive load independently.

Cognitive Delegation Focus:

Orchestrating distributed cognitive systems while maintaining quality control over AI-augmented processes.

We can still go for a jog or go hunt our own deer, but for reaching the stars we, the Apes do what Apes do best: Use tools to build on our cognitive abilities. AI is a tool.

3/3

#AI #Education #FutureOfEducation #AIinEducation #LLM #ChatGPT #Claude #EdAI #CriticalThinking #CognitiveScience #Metacognition #HigherOrderThinking #Reasoning #Vygotsky #Hutchins #Sweller #LearningScience #EducationalPsychology #SocialLearning #TechforGood #EticalAI #AILiteracy #PromptEngineering #AISkills #DigitalLiteracy #FutureSkills #LRM #AIResearch #AILimitations #SystemsThinking #AIEvaluation #MentalModels #LifelongLearning #AIEthics #HumanCenteredAI #DigitalTransformation #AIRegulation #ResponsibleAI #Philosophy

A large table comparing unassisted critical reasoning vs "Cognitive Delegation", leveraging AI for higher order thinking.

Master Python Ragas AI Evaluation! Learn to effectively assess your LLMs and RAG systems for top-tier performance. Full tutorial inside. #Python #Ragas #AIEvaluation #LLM #RAG #TechTutorial #DataScience

https://teguhteja.id/python-ragas-ai-evaluation-master-llm-assessment-guide/

SWE-Bench, a hot AI coding test, faces a big question: is it being gamed? Models might ace it but flunk real tasks, showing we may be testing test-smarts, not true skill. Time for better AI evaluation. #AIEvaluation #Coding #TechDebate