Cognite Atlas AI™ SLM & LLM Benchmark Report
The industrial sector’s unique data landscape, characterized by extreme diversity and a lack of alignment, demands specialized benchmarking for LLMs and SLMs. General-purpose benchmarks fall short in capturing these nuances, leading to inaccurate data relationships and fragmented insights. This report addresses these shortcomings by tailoring LLM and SLM evaluations to focus on specialized industrial tasks.
This edition expands on our previous findings by introducing Document Question Answering alongside Natural Language Query, offering a more comprehensive evaluation framework for industrial AI agents.Why download this report?
- Accelerate Agent Deployment: Build and deploy more effective industrial agent solutions rapidly with tailored performance insights.
- Ensure Industrial Reliability: Achieve the reliability standards demanded by industrial environments through specialized benchmarking.
- Gain Actionable Insights: Derive meaningful insights from complex industrial data with focused evaluation metrics.
- Minimize Performance Gaming: Reduce the risk of “gaming” the system with benchmarks designed for real-world industrial tasks.
- Comprehensive Evaluation: Benchmark both small and large language models for NLQ and Document QA.
- Stay Updated: Get on the list for regular updates and stay ahead of the curve in industrial AI.
See benchmark performance for:
- Claude-3.5-sonnet
- DeepSeek
- GPT-4o-mini
- Gemini-1.5-flash
- GPT-4o
- And more...
