Evaluating TnT-LLM Text Classification: Human Agreement and Scalable LLM Metrics
19 Apr 2025
We evaluate TnT-LLM's text classification using human annotation agreement and scalable LLM-based metrics for accuracy and performance at scale.
Evaluating TnT-LLM: Automatic, Human, and LLM-Based Assessment
19 Apr 2025
Due to the unsupervised nature of the problem we study and the lack of a benchmark standard, performing quantitative evaluation on end-to-end taxonomy generatio
A New AI Tool Builds Knowledge Graphs So Good, They Could Rewire Scientific Discovery
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
Scientists Built a Smarter, Sharper Materials Graph by Teaching AI to Double-Check Its Work
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
AI Model Reads Thousands of Studies, Nails Battery Science Better Than Expected
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
Scientists Built a Knowledge Graph for Materials—And You Can Actually Use It
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
Scientists Built a Smart Filter for Science Papers—and It’s Cleaning Up the Data Chaos
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
This AI Doesn’t Just Skim Scientific Papers—It Tags, Sorts, and Explains Them Too
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.
This AI Reads Science Papers Like a Pro, Even When Humans Can’t Agree on the Words
18 Apr 2025
This paper presents a new AI-powered knowledge graph that organizes real-world materials science research into an accessible, searchable database.