bge-m3-doc-r4-gguf – AI Model by keisuke-miyako | AlphaNeural AI

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keisuke-miyako/
bge-m3-doc-r4-gguf

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endpoints_compatible

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bge-m3-doc-r4 (GGUF q8_0)

Fine-tuned on 4D doc document embeddings. Dataset: keisuke-miyako/doc-2026-0615

Usage (llama.cpp)

./llama-embedding -m bge-m3-doc-r4-q8_0.gguf --prompt "your query"

Benchmarks

Relevance	Min	Max	Average
`3`	`0.31`	`0.84`	`0.64`
`2`	`0.04`	`0.82`	`0.60`
`1`	`0.06`	`0.77`	`0.53`
`0`	`-0.11`	`0.61`	`0.19`

avg. spread: 0.45
lv. 3 vs 2 is separated by 0.04
lv. 3 vs 1 is separated by 0.11
lv. 0 is well separated at 0.19 (-0.01) 👍🏻

Threshold	Positive	Negative	Gap
0.54	`0.97`	`0.31`	`0.65`
0.55	`0.95`	`0.29`	`0.65`
0.56	`0.93`	`0.26`	`0.67`
0.57	`0.90`	`0.23`	`0.67`
0.58	`0.88`	`0.18`	`0.69`
0.59	`0.83`	`0.15`	`0.67`
0.60	`0.78`	`0.12`	`0.65`
0.61	`0.74`	`0.09`	`0.64`

gap peak: 0.58