#ModelEvaluation
New research shows that draws in large language model competitions indicate query difficulty, not model equivalence, highlighting the need for better evaluation methods. 🤔 How should we assess AI models? #AIResearch #ModelEvaluation LINK
October 7, 2025 at 2:52 PM
New blog post: Real-World Performance Metrics: What GDPVal Reveals About Model Evolution

https://www.engineeringpm.com/blog/2025/09/26/gdpval

#machinelearning #productmetrics #modelevaluation #performancemeasurement
Shah Syed — Product Manager
Product manager that can innovate, engineer, and grow any solution.
www.engineeringpm.com
September 27, 2025 at 12:26 PM
🚀 Friday AI Fact

A ROC Curve (Receiver Operating Characteristic Curve) is a graphical plot that illustrates the diagnostic ability of a binary classifier system.

#ELOQUENCE #FridayFact #AI #MachineLearning #DataScience #AIInsights #ModelEvaluation
September 26, 2025 at 7:36 AM
Xianglong Jin et al. established the #AllometricEquations for estimating above- and below-ground biomass of reed (Phragmites australis) marshes.

#ModelEvaluation | #PlantHeight | #PlantDensity | #HerbaceousMarshes | #VegetationCarbon

@mapjournals.bsky.social

doi.org/10.1093/jpe/...
September 20, 2025 at 3:06 PM
This paper presents empirical proof that the SymTax model significantly outperforms state-of-the-art AI on all major citation recommendation benchmarks. #modelevaluation
A Comparative Performance Analysis of SymTax on Five Citation Recommendation Datasets
hackernoon.com
August 26, 2025 at 9:07 AM
Evaluation and Optimization of Leave-one-out Cross-validation for the
Lasso
Ryan Burn
Paper
Details
#LassoRegression #LeaveOneOutCrossValidation #ModelEvaluation
August 22, 2025 at 4:00 PM
Everyone’s hyped about GPT-5 being “safer and more useful”

Cool story. We actually tested it.

#GPT5 #OpenAI #AISafety #ResponsibleAI #AIBenchmarking #ModelEvaluation #GrayZoneBench #AI
August 20, 2025 at 10:54 AM
🧰 Appen

AI data platform with 25+ years in multi-modal annotation, human feedback, and evals—used by large enterprises; think ADAP + managed services when you need compliance and scale.
EveryDev

www.everydev.ai/tools/appen

#AIData #Annotation #HFIT #ModelEvaluation #EnterpriseAI
Appen | EveryDev.ai
Appen is a leading AI data platform that has been powering AI innovation for over 25 years, serving major technology companies like Amazon,…
www.everydev.ai
August 16, 2025 at 12:04 AM
Anyone else have a personal checklist or toolkit they use when evaluating new tech? Would love to hear your approach... (3/3)
#AI #LLM #ModelEvaluation
August 15, 2025 at 12:41 PM
📊 Precision, Recall, and F1 Score – the key metrics to truly evaluate AI performance, especially with imbalanced data.
Whether it’s avoiding false alarms.

#AI #MachineLearning #DataScience #AIModels #ModelEvaluation #Precision #Recall #F1Score
August 14, 2025 at 1:50 AM
In LLMs, these are conflated into a single latent space, making it extremely hard to disentangle how meaning is structured.

As Dieuwke puts it: "It's unclear how to understand what those two spaces even are."
2/

#LLM #AIgeneralization #AIalignment #ModelEvaluation
July 21, 2025 at 4:06 PM
CLLMs achieve 2.4-3.4x speedup on Spider, GSM8K, and MT-bench while maintaining quality, outperforming Medusa and speculative decoding baselines. #modelevaluation
Benchmarks Don't Lie: CLLMs Deliver on Both Speed and Smarts
hackernoon.com
May 26, 2025 at 10:34 AM
💻 #AllometricEquations for estimating above- and below-ground #Biomass of #PhragmitesAustralisMarshes.
Characteristics:
1️⃣ Divided into saltwater marshes and freshwater marshes.
2️⃣ Using plant height as the sole predictor.
3️⃣ It is a power-law allometric model.
#ModelEvaluation
doi.org/10.1093/jpe/...
May 17, 2025 at 10:24 PM
Choose better evaluators. Build better models! Learn how: bit.ly/43cm55g
When your AI needs nuanced, high-quality evaluation, the human layer matters.
✅ Expertise
✅ Contextual insight
✅ Process clarity

#AI #ModelEvaluation #RLHF #GenerativeAI
May 2, 2025 at 2:12 PM