Blog Posts | Joshua Berkowitz

5 Articles

NLP ×

Sentence Transformers Joins Hugging Face: What This Means for NLP Innovation

The Sentence Transformers library, a staple in natural language processing, is officially joining the Hugging Face ecosystem. This move marks a significant leap for both the tool and the community, as...

community embeddings Hugging Face machine learning NLP open source semantic search Sentence Transformers

Oct 27, 2025

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News

Dimension-Insensitive Metrics: DIEM vs. Cosine Similarity In High Dimensions

The paper " Surpassing Cosine Similarity for Multidimensional Comparisons: Dimension Insensitive Euclidean Metric " interrogates a default choice in machine learning and information retrieval: cos...

cosine similarity distance metrics embeddings euclidean distance NLP similarity

Sep 13, 2025

0 4763

Papers

Accelerating Transformers: GPT-OSS-Inspired Advances in Hugging Face

Transformers are evolving fast and Hugging Face is leading the charge with new optimizations inspired by OpenAI's GPT-OSS models . If you're working with large language models, recent upgrades in the ...

GPT-OSS Hugging Face model optimization NLP parallelism quantization transformers

Sep 13, 2025

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mmBERT: How Johns Hopkins Built a 1,833-Language AI That Outperforms XLM-R

mmBERT: How Johns Hopkins Built a 1,833-Language AI That Outperforms XLM-R Imagine trying to build an AI system that truly understands human language not just in English, but in over 7,000 languages s...

AI research annealed language learning cross-lingual digital inclusion encoder-only FlashAttention Gemma tokenizer GLUE inverse masking language model mmBERT ModernBERT MTEB multilingual NLP XLM-R XTREME

Sep 10, 2025

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Papers

LangExtract: Grounded, Structured Extraction for Long Text

LangExtract is a focused open-source library from Google that turns unstructured text into structured data you can trust. It combines schema-guided prompts, precise span alignment to the source text, ...

Gemini information extraction langextract LLM NLP Ollama OpenAI plugins Python

Sep 9, 2025

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