Tag: #mteb

Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 2 posts

SOTA Text Embedding Models — The Heart of Search and RAG
Text embeddings are the heart of search and RAG systems. We walk through contrastive learning and InfoNCE, dual encoders, hard negatives, the E5/BGE/GTE families, Matryoshka representation learning, and the MTEB benchmar
2026-06-30 · 14 min read #ai-papers #embedding #retrieval #rag #contrastive-learning
LLM, Tool Calling & Embedding Benchmarks Deep Dive: What Each Benchmark Actually Measures
Complete analysis of major AI benchmarks — MMLU, HellaSwag, HumanEval, BFCL, MTEB, RAGAS and more. Understand exactly what each benchmark measures, score interpretation, limitations, and which benchmarks to use for your
2026-03-17 · 24 min read #llm #benchmarks #mmlu #mteb #bfcl

SOTA Text Embedding Models — The Heart of Search and RAG