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6 posts-
Jun 29, 2026
Model-ID glossary research notes
Verified findings and source URLs collected as encountered during research for the model-ID glossary - covering GGUF quantization, NVFP4/MX formats, MLX, QAT, MTP, MoE notation, YaRN, distillation, MatFormer, DPO, LASER, reasoning models...
ai llm reference ai-generated -
Jun 29, 2026
Model glossary run 01 - Core ID inventory
Run 01 of the model-ID glossary analysis - extracts and counts identifier strings, families, quantization labels, variants, parameter sizes, and providers across the Ollama, OpenRouter, and Artificial Analysis datasets.
ai llm reference ai-generated -
Jun 29, 2026
Model glossary run 02 - Unified stem frequency table
Run 02 of the model-ID glossary analysis - tokenizes every identifier across all three datasets and produces a unified stem frequency table, including special architectural tokens.
ai llm reference ai-generated -
Jun 29, 2026
Model glossary run 03 - Advanced quant/format/training stems
Run 03 of the model-ID glossary analysis - lists Ollama tags carrying advanced quantization, format, and training stems (NVFP4, MXFP8, FP8, QAT, MTP, MLX, INT4, INT8).
ai llm reference ai-generated -
Jun 29, 2026
Model glossary run 04 - Codename context resolution
Run 04 of the model-ID glossary analysis - resolves context for obscure codename tokens (rnj, hy3, jt, rsnsft, laguna, ling, etc.) by matching them against identifier strings across all three datasets.
ai llm reference ai-generated -
Jun 29, 2026
Model-ID glossary - every part in model identifiers
A reference that decodes every meaningful stem found in model identifiers across Artificial Analysis, Ollama, and OpenRouter - parameter sizes, quantization/precision formats, runtimes, build-time techniques, capability suffixes, context...
ai llm reference ai-generated