HomeAliyun's Open-Source Scientific Model LOGOS Beats Microsoft with 1/56th the Parameters
Alibaba's ATH-Token Foundry, in collaboration with the Gaoqiang Institute of Artificial Intelligence at Renmin University of China, has announced the open-source release of LOGOS. This is the first multi-domain scientific generative foundation model built on a unified scientific syntax, consistently matching or surpassing traditional domain-specific methods across six representative scientific tasks using pure sequence modeling.
What stands out is the model's exceptional parameter efficiency. With just 1 billion parameters, LOGOS-1B outperforms Microsoft's NatureLM (which has 8×7B parameters) on several key tasks.
Pioneering Unified Scientific Syntax for Heterogeneous Objects
LOGOS uses a large pre-training corpus covering seven modalities—biological macromolecules, chemical entities, and interface interactions—amounting to 44.87 billion tokens. Through a shared vocabulary, it encodes formerly heterogeneous objects like proteins and small molecules into a unified discrete token sequence.
This distinctive scientific syntax allows large models to autoregressively interpret different scientific objects within a shared generation space. It even introduces a "text description method" that lets complex spatial interaction rules be conceptualized without inputting intricate 3D coordinates, relying purely on sequence prediction.
Bridging the Gap Between Pre-training and Application
In conventional research settings, switching models between stages often requires extensive fine-tuning at deployment. LOGOS achieves strong consistency in both form and purpose, as its pre-training data sequence format matches the input and output formats of downstream tasks.
This alignment effectively removes the divide between pre-training and real-world applications, enabling direct generative capabilities without complex adaptation layers. Alibaba has now fully open-sourced the model weights, inference code, and technical report for this large model.
Related article
SAS Launches Enterprise AI Governance Tool to Manage Intelligent Entities and Mitigate Shadow AI Risks
During the recent SAS Innovate conference, analytics leader SAS unveiled a suite of governance tools designed for Agentic AI. These solutions empower organizations to create transparent, secure automated ecosystems, tackling the compliance and trust
MacWhisper 14 Update Brings Direct Transcript Editing and Fixes High CPU Usage
Jodi Bruijn, the independent developer behind MacWhisper, released version 14.0 yesterday, prioritizing enhanced transcription performance and introducing a dedicated editor view. Since its 2023 launch, MacWhisper has established itself as an AI-powe
Qwen3.5-Max Preview Tops LMArena as China's AI Models Reach Global Front Rank
On March 20, the latest rankings from the authoritative large model blind test platform LMArena revealed that Alibaba's newest flagship preview model in the Qwen series, Qwen3.5-Max-Preview, delivered exceptional performance. Scoring 1464 points, it
Related Special Topic Recommendations
Design & Art
Top AI Illustration Tools: Create Editorial Scenes and Cover Art Faster
2026 Latest Top-rated AI Illustration Tools: Our curated list features the best powerfully designed tools for creating stunning editorial scenes and eye-catching cover art quickly. Each option has gone through rigorous real-world tests, offering a free vs paid comparison to help you find the perfect match for your workflow. Try these must-try solutions today to unlock your AI edge and boost your creative productivity. Explore now at XIX.AI.
10 tools
xix.ai
Education and Learning
Top AI Tutors for Exam Prep: Practice Math, Science, and English
2026 Latest Top-Rated Best AI Tutors for Exam Prep are here on XIX.AI! Our curated list features powerful game-changing tools that offer free vs paid comparison, real-world tests, and weekly updated rankings. They help boost your writing efficiency, simplify complex topic learning, and unlock your academic potential. Explore now to Discover your perfect exam prep tool and Start creating today to Unlock your AI edge!
10 tools
xix.ai
Finance
AI Budget Planning Tools for Personal Money Management
2026 Latest Best Top-Rated AI Budget Planning Tools for Personal Money Management are here on XIX.AI! This curated collection features powerful, game-changing solutions that help you conduct real-world tests, understand spending habits, and create personalized plans to boost productivity. Enjoy a free vs paid comparison along with detailed rankings. Must-try tools designed to simplify money management and unlock your AI edge. Explore now!
11 tools
xix.ai
Health & Wellness
AI Sleep Tracking Assistants: Improve Recovery with Better Bedtime Habits
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
Data Analysis
AI SQL Copilots for Product and Revenue Analytics
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
Education and Learning
Best AI Homework Helpers That Teach: Learn Concepts, Not Just Answers
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
Comments (0)
0/500
Alibaba's ATH-Token Foundry, in collaboration with the Gaoqiang Institute of Artificial Intelligence at Renmin University of China, has announced the open-source release of LOGOS. This is the first multi-domain scientific generative foundation model built on a unified scientific syntax, consistently matching or surpassing traditional domain-specific methods across six representative scientific tasks using pure sequence modeling.
What stands out is the model's exceptional parameter efficiency. With just 1 billion parameters, LOGOS-1B outperforms Microsoft's NatureLM (which has 8×7B parameters) on several key tasks.
Pioneering Unified Scientific Syntax for Heterogeneous Objects
LOGOS uses a large pre-training corpus covering seven modalities—biological macromolecules, chemical entities, and interface interactions—amounting to 44.87 billion tokens. Through a shared vocabulary, it encodes formerly heterogeneous objects like proteins and small molecules into a unified discrete token sequence.
This distinctive scientific syntax allows large models to autoregressively interpret different scientific objects within a shared generation space. It even introduces a "text description method" that lets complex spatial interaction rules be conceptualized without inputting intricate 3D coordinates, relying purely on sequence prediction.
Bridging the Gap Between Pre-training and Application
In conventional research settings, switching models between stages often requires extensive fine-tuning at deployment. LOGOS achieves strong consistency in both form and purpose, as its pre-training data sequence format matches the input and output formats of downstream tasks.
This alignment effectively removes the divide between pre-training and real-world applications, enabling direct generative capabilities without complex adaptation layers. Alibaba has now fully open-sourced the model weights, inference code, and technical report for this large model.
SAS Launches Enterprise AI Governance Tool to Manage Intelligent Entities and Mitigate Shadow AI Risks
During the recent SAS Innovate conference, analytics leader SAS unveiled a suite of governance tools designed for Agentic AI. These solutions empower organizations to create transparent, secure automated ecosystems, tackling the compliance and trust
MacWhisper 14 Update Brings Direct Transcript Editing and Fixes High CPU Usage
Jodi Bruijn, the independent developer behind MacWhisper, released version 14.0 yesterday, prioritizing enhanced transcription performance and introducing a dedicated editor view. Since its 2023 launch, MacWhisper has established itself as an AI-powe
Qwen3.5-Max Preview Tops LMArena as China's AI Models Reach Global Front Rank
On March 20, the latest rankings from the authoritative large model blind test platform LMArena revealed that Alibaba's newest flagship preview model in the Qwen series, Qwen3.5-Max-Preview, delivered exceptional performance. Scoring 1464 points, it
2026 Latest Top-rated AI Illustration Tools: Our curated list features the best powerfully designed tools for creating stunning editorial scenes and eye-catching cover art quickly. Each option has gone through rigorous real-world tests, offering a free vs paid comparison to help you find the perfect match for your workflow. Try these must-try solutions today to unlock your AI edge and boost your creative productivity. Explore now at XIX.AI.
10 tools
xix.ai
2026 Latest Top-Rated Best AI Tutors for Exam Prep are here on XIX.AI! Our curated list features powerful game-changing tools that offer free vs paid comparison, real-world tests, and weekly updated rankings. They help boost your writing efficiency, simplify complex topic learning, and unlock your academic potential. Explore now to Discover your perfect exam prep tool and Start creating today to Unlock your AI edge!
10 tools
xix.ai
2026 Latest Best Top-Rated AI Budget Planning Tools for Personal Money Management are here on XIX.AI! This curated collection features powerful, game-changing solutions that help you conduct real-world tests, understand spending habits, and create personalized plans to boost productivity. Enjoy a free vs paid comparison along with detailed rankings. Must-try tools designed to simplify money management and unlock your AI edge. Explore now!
11 tools
xix.ai
2026 Latest Best Top-Rated AI Sleep Tracking Assistants curated for ultimate recovery. This fully updated weekly guide features powerful tools that deliver real-world tests, free vs paid comparison, and detailed rankings to help you find the must-try solution that boosts sleep quality and supports better bedtime habits. Explore now at XIX.AI to Unlock your AI edge.
10 tools
xix.ai
2026 Latest Best Top-Rated AI SQL Copilots for Product and Revenue Analytics! XIX.AI has curated a powerful, game-changing collection of must-try tools that undergo real-world tests through weekly updated rankings. These tools help users boost productivity significantly by accelerating data analysis, streamlining complex queries, and generating accurate insights to drive smarter business decisions. Explore now to Discover your perfect tool for unlocking your AI edge!
14 tools
xix.ai
2026 Latest Best Top-Rated AI Homework Helpers That Teach Core Concepts Not Just Answers Powerful Tools for Students Must-Try Curated List Weekly Updated Free vs Paid Comparison Real-World Tests Accurate Rankings to Help You Unlock Your Full Learning Potential Explore now to Discover your perfect tool for smarter studying.
10 tools
xix.ai
