It is about time we stop the use of big speak tables and instead try small speak tables.
I think the ten hundred words used for the Up Goer Five flying space car blue picture will work nice.
Up Goer Five blue picture:
https://xkcd.com/1133/
@theosanderson's nice Up Goer Five word look up thing:
https://splasho.com/upgoer5/
Bigger isn’t always better, #SmallLanguageModels are gaining traction as cheaper, faster options that excel in targeted, domain-specific tasks. It’s about choosing the right-sized tool for the job. #AI #SLM #NLP #MachineLearning #ResearchSky
Small Language Models Are the ...
🤖 🗣️ Small language models are more reliable and secure than their large counterparts, primarily because they draw information from a circumscribed dataset. Expect to see more chatbots running on these slimmed-down alternatives in the coming months.
#SmallLanguageModels #Robots #Innovation
Read more: https://go.epfl.ch/b7s-en
📱 Small Language Models (SLMs) are gaining traction! 🧠
These compact AI models run efficiently on local devices while offering impressive capabilities:
- Enhanced privacy (your data stays on your device)
- Lower computational costs
- Minimal latency
- Works offline
Perfect for specific tasks where you don't need the full power of massive models.
Have you tried any SLMs yet?
Microsoft has expanded its Phi-4 AI lineup with Phi-4-mini and Phi-4-multimodal
#AI #Phi4 #MicrosoftAI #Microsoft #MachineLearning #SmallLanguageModels #OpenSourceAI #MultimodalAI #LLMs #GenAI
#Innovation often comes from people who are resource constrained #AI #SmallLanguageModels https://github.blog/ai-and-ml/generative-ai/open-source-ai-is-already-finding-its-way-into-production/
Key Points:
➡️ SLMs with 1-8B parameters can perform as well or better than LLMs.
➡️ SLMs are task-agnostic or task-specific.
➡️ SLMs balance performance, efficiency, scalability, and cost.
➡️ SLMs are effective in resource-constrained environments.
➡️ SLMs can be trained on consumer-grade GPUs.
➡️ SLMs include models like #Llama2, #Mistral, #Phi, and #Gemini.
https://arxiv.org/abs/2501.05465
#SLM #LLM #AI #MachineLearning #ArtificialIntelligence #Scalability #Performance #GPU #SmallLanguageModels
Hugging Face shows how test-time scaling helps small language models punch above their weight https://venturebeat.com/ai/hugging-face-shows-how-test-time-scaling-helps-small-language-models-punch-above-their-weight/ #AI #SmallLanguageModels
Hugging Face shows how test-ti...
Hugging Face shows how test-time scaling helps small language models punch above their weight https://venturebeat.com/ai/hugging-face-shows-how-test-time-scaling-helps-small-language-models-punch-above-their-weight/ #AI #SmallLanguageModels
Phi-4: Microsoft’s Newest Small Language Model Specializing in Complex Reasoning
https://techcommunity.microsoft.com/blog/aiplatformblog/introducing-phi-4-microsoft%E2%80%99s-newest-small-language-model-specializing-in-comple/4357090
https://arxiv.org/abs/2412.08905
https://news.ycombinator.com/item?id=42405323
* most language models" pre-training based primarily on organic data sources such as web content or code
* phi-4 strategically incorp. synthetic data throughout training
* strong performance rel. its size, esp. on reasoning-focused benchmarks
#LLM #SLM #SmallLanguageModels #LanguageModels #NLP #ML #AI
#Microsoft #Phi3 #Phi4 #SyntheticData
[thread] Small language models
see also: https://en.wikipedia.org/wiki/Large_language_model
https://www.ibm.com/think/topics/small-language-models
* machine learning models
* processing, understanding, generating natural language content
* SLM more compact/efficient than LLM: large language models
* few million to few billion parameters vs LLM: 100B's - trillions
* parameters: internal variables that a model learns during training
* influence how model behaves/performs
#LLM #SLM #SmallLanguageModels #LanguageModels #NLP #ML #AI
#Microsoft #Phi3 #Phi4
Introducing Phi-4: Microsoft’s Newest Small Language Model Specializing in Complex Reasoning.
https://techcommunity.microsoft.com/blog/aiplatformblog/introducing-phi-4-microsoft%E2%80%99s-newest-small-language-model-specializing-in-comple/4357090
#ai #aimodels #phi4 #slm #smalllanguagemodels #cloud #azure #azureaifoundry
#EdgeComputing is like the cool kid on the tech block, handling data right where it’s created instead of sending everything back to the cloud.
The result? Faster decision-making, reduced bandwidth usage, and enhanced privacy.
But here’s the catch: edge devices often operate under strict constraints regarding processing power, memory, and energy consumption.
💡 Enter … #SmallLanguageModels (SLMs) - the efficient sidekick to save the day.
In this #InfoQ article, Suruchi Shah explores how SLMs can work their magic by learning and adapting to patterns in real-time, reducing the computational burden, and making edge devices smarter without asking for much in return: https://bit.ly/4fIQsDI
Dives into the world of #GenerativeAI & #SmallLanguageModels - #SLMs!
"So latest trend in the language model evolution are the small language models or SLMs that offer many of the same benefits as LLMs, but they're smaller in size, they're trained using smaller data sets and they don't require a lot of computing resources." - Namee Oberst, Co-Founder of LLMWare
🎧 Listen now: https://bit.ly/4f9M5Sz
What's the newest trend in generative AI? It's going from big to small. Learn how small language models (SLMs) are starting to take over from their larger counterparts.
#SmallLanguageModels #AITrends https://venturebeat.com/ai/why-small-language-models-are-the-next-big-thing-in-ai/
»No More #ChatGPT? Here's Why #SmallLanguageModels Are Stealing the AI Spotlight.« https://www.entrepreneur.com/science-technology/no-more-chatgpt-heres-why-small-language-models-are/476700?eicker.news #tech #media
While large language AI models continue to make headlines, small language models are where the action is. At least, that’s what Meta appears to be betting on, according to a team of its research scientists. #AI #SmallLanguageModels #SLM #Meta
https://tinyurl.com/mr3ja28s
Enjoyed this read about Microsoft's new Phi-3-mini model running on smaller devices from @arstechnica.
[ The Rise of Small Language Models - The New Stack ]
https://thenewstack.io/the-rise-of-small-language-models/ #SmallLanguageModels #LLM #RAG
