BestHub
Sign in
Baidu Geek Talk
Baidu Geek Talk
Apr 22, 2026 · Artificial Intelligence

How to Quantify AI Skill Quality with an 8‑Dimension Evaluation Framework

This article introduces an eight‑dimensional, weighted scoring system for evaluating AI Skills, explains each metric, demonstrates the framework on real‑world Skills, compares similar Skills, and shows how multi‑model cross‑validation and four execution strategies improve assessment reliability.

AI skill evaluationagent performanceframework
0 likes · 15 min read
How to Quantify AI Skill Quality with an 8‑Dimension Evaluation Framework
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 19, 2026 · Artificial Intelligence

From Language Modeling to World Modeling: Limits of Large Language Models

Speaker Li Yixia from Southern University of Science and Technology presents a talk on using large language models as textual world models, defining a three‑layer evaluation framework and showing through experiments that fine‑tuned models improve next‑state prediction and agent performance, yet face limits tied to behavior coverage and environment complexity.

Evaluation Frameworkagent performancelarge language models
0 likes · 4 min read
From Language Modeling to World Modeling: Limits of Large Language Models