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LFM2.5-ColBERT-350M

5 atoms · 跨 1 天 · 首见 2026-06-18 · 最近 2026-06-18

三色: 🟦 fact 5 · 🟥 take 0 · stance ▲0/▼0/◆0

来源: X 5

时态: fresh:5

标签: 好数字:3 · 好思考:2

2026-06-18 · 产品发布
Introducing LFM2.5-Embedding-350M and LFM2.5-ColBERT-350M: two multilingual retrieval models built for ultra-fast and accurate search across 11 languages.
tags: 好思考 · → daily
2026-06-18 · 基础模型架构
Both are built on LFM2.5-350M-Base with bidirectional patches, the first full-context encoders in the LFM family.
tags: 好思考 · → daily
2026-06-18 · 多语言性能表现
Consistently best-in-class multilingual and cross-lingual performance across Arabic, German, English, Spanish, French, Italian, Japanese, Korean, Norwegian, Portuguese, and Swedish.
tags: 好数字 · → daily
2026-06-18 · 查询嵌入延迟（CPU/边缘设备）
Both run via llama.cpp GGUFs (CPUs, Laptops, edge devices) <10ms end-to-end query embedding latency.
tags: 好数字 · → daily
value: qty=<10ms · date=2026-06-18
2026-06-18 · 查询嵌入延迟（GPU）
Both fly on GPUs with our custom runtime <2ms end-to-end query embedding latency.
tags: 好数字 · → daily
value: qty=<2ms · date=2026-06-18