---
base_model: BAAI/bge-m3
tags:
  - doc
  - embeddings
  - gguf
  - bge-m3
---
# bge-m3-doc-r2 (GGUF q8_0)

Fine-tuned on 4D doc document embeddings.
Dataset: [keisuke-miyako/doc-2026-0612](https://huggingface.co/datasets/keisuke-miyako/doc-2026-0612)

## Usage (llama.cpp)
```bash
./llama-embedding -m bge-m3-doc-r2-q8_0.gguf --prompt "your query"
```

|Relevance|Min|Max|Average|
|:-:|-:|-:|-:|
|`3`| `0.23`|`0.84`|`0.63`
|`2`| `0.03`|`0.83`|`0.59`
|`1`| `0.02`|`0.78`|`0.52`
|`0`|`-0.12`|`0.60`|`0.18`

- avg. spread: `0.45` (`+0.09`) 👍🏻
- lv. 3 vs 2 is separated by `0.04`
- lv. 3 vs 1 is separated by `0.05`
- lv. 0 is separated at `0.31`
 
|Threshold|Positive|Negative|Gap|
|:-:|:-:|:-:|:-:|
|0.58| `0.80` | `0.14` | `0.65`|
|0.59| `0.76` | `0.10` | `0.66`|
|0.60| `0.70` | `0.09` | `0.61`|
|0.61| `0.67` | `0.07` | `0.60`|