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LLM Evaluation: Frameworks, Metrics, and Best Practices
LLM Evaluation: Practical insights on metrics, frameworks, tools, challenges, and best practices for robust AI performance.
November 5, 2025
8 min
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ML
Accuracy and runtime tradeoff in modern edge detection algorithms
How to improve both inference time (2x) and F1 score (by 0.06) of the pruned neural network using knowledge distillation.
August 27, 2020
8 min
AI
Invoice annotation automation
Use the smart prediction integrated into our platform to accelerate the text annotation process. Our prediction algorithm is able to receive 97% mAP score.
August 20, 2020
4 min
ML
U-Net based building footprint pre-annotation
Introducing SuperAnnotate’s U-Net-based building footprint pre-annotation. Follow the link to learn more about the algorithm and code description.
August 12, 2020
3 min
Product
SuperAnnotate updates July 2020
See updates from the current cycle. We are releasing the integration of the entropy value, the approve and disapprove functionalities for QA, and more.
August 3, 2020
3 min
Product
Video upload and image panel updates
Updates on SuperAnnotate include a video upload feature that slits your footage into frames. We also redesigned the image panel. See what's coming next.
July 24, 2020
3 min
Product
Introducing SuperAnnotate
Introducing SuperAnnotate, an end-to-end platform for your computer vision products. Annotate, train, and automate your computer vision pipeline.
June 15, 2020
4 min
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