Blog Posts | Joshua Berkowitz

11 Articles

AI benchmarks ×

Bringing Clarity to AI Benchmarking

Artificial intelligence is advancing at breakneck speed, yet understanding how AI models are evaluated remains a persistent hurdle. Inconsistent or incomplete descriptions of benchmarks often make it ...

AI benchmarks IBM machine learning model evaluation Notre Dame open-source transparency

Dec 30, 2025

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Apriel-1.6-15B-Thinker: Redefining Multimodal AI Efficiency

ServiceNow's Apriel-1.6-15B-Thinker is setting a new standard for efficient and accessible AI. This breakthrough model emphasizes how smart data strategies and targeted training can enable smaller mod...

AI benchmarks efficient models enterprise AI multimodal AI reinforcement learning ServiceNow AI supervised finetuning token efficiency

Dec 11, 2025

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FACTS Benchmark Suite: Setting a New Standard for LLM Factuality

As artificial intelligence systems become central to search, support, and communication, their ability to deliver consistently accurate information is under intense scrutiny. Google DeepMind’s FACTS B...

AI benchmarks AI safety factuality Gemini 3 Pro Google DeepMind LLM evaluation machine learning multimodal AI

Dec 11, 2025

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IBM Granite 4.0 Enterprise AI: Performance, Efficiency, and Trust

IBM’s Granite 4.0 models are setting a new benchmark for enterprise AI by blending exceptional efficiency with top-tier performance. The innovative hybrid Mamba/transformer architecture dramatically r...

AI benchmarks AI security enterprise AI hybrid AI IBM Granite language models Mamba architecture model efficiency

Oct 2, 2025

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Hermes 4: Open-Source AI Rivaling Industry Leaders Without Content Limits

Hermes 4, the latest innovation from Nous Research is an open-source AI project gaining traction by setting new standards and outperforming popular systems like ChatGPT while removing the content rest...

AI benchmarks AI training content moderation Hermes 4 language models open-source AI user control

Aug 31, 2025

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Z.AI GLM-4.5: Redefining Unified AI Reasoning and Coding

Innovation in artificial intelligence continues at an unprecedented pace, and GLM-4.5 is at the forefront of this evolution. Designed to unify reasoning, coding, and agentic functionalities, GLM-4.5 b...

agentic AI AI benchmarks coding language models model architecture reasoning reinforcement learning

Jul 30, 2025

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MedGemma and MedSigLIP: Advancing Open Multimodal AI for Healthcare Innovation

Artificial intelligence is rewriting the rules of healthcare, with cutting-edge models like Google's MedGemma and MedSigLIP leading the charge. These open and highly capable AI tools empower developer...

AI benchmarks developer tools health AI MedGemma medical imaging MedSigLIP multimodal models open source

Jul 9, 2025

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Open Deep Search: An Open-Source Framework for Advanced AI Search

In the rapidly evolving landscape of artificial intelligence, search technologies powered by large language models (LLMs) have become increasingly sophisticated, offering users more contextually relev...

AI benchmarks Artificial Intelligence

Jun 6, 2025

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Research Reviews

HELMET: Raising the Bar for Long-Context Language Model Evaluation

The rapid advancement of long-context language models (LCLMs) is transforming what AI can do, from digesting entire books to managing vast swaths of information in a single pass. Despite this progress...

AI benchmarks evaluation long-context models model-based evaluation open-source models retrieval-augmented generation summarization

Jun 6, 2025

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Quick Research Reviews

HELMET: A Comprehensive Benchmark for Evaluating Long-Context Language Models

The ability of language models to process and understand increasingly long texts , known as long-context language models (LCLMs) , is unlocking a wide range of potential applications, from summarizing...

AI benchmarks Artificial Intelligence

May 24, 2025

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Research Reviews

Mistral Medium 3: Redefining Enterprise AI Performance and Value

Enterprise AI Without the Trade-offs Many organizations face a dilemma: unlock the power of advanced AI or manage soaring costs and complex deployments. Mistral Medium 3 changes the equation by delive...

AI benchmarks AI deployment coding AI cost efficiency enterprise AI language models Mistral Medium model performance

May 9, 2025

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