Eta-Aurigae-0.6B-Echelon1-GGUF

Eta-Aurigae-0.6B-Echelon1 is a compact, efficient model specialized in science, factual accuracy, and structured reasoning. Fine-tuned on Qwen3-0.6B using the MoT (Mixture of Thoughts) dataset—focused on scientific understanding and expert factual domains—it delivers high-precision outputs for STEM education, tutoring, and analytical thinking in resource-constrained environments.

Model File

File Name	Size	Format	Description
Eta-Aurigae-0.6B-Echelon1.BF16.gguf	1.2 GB	GGUF (BF16)	BFloat16 precision model file
Eta-Aurigae-0.6B-Echelon1.F32.gguf	2.39 GB	GGUF (F32)	Float32 precision model file
Eta-Aurigae-0.6B-Echelon1.Q4_K_M.gguf	397 MB	GGUF (Q4_K_M)	4-bit quantized model file
Eta-Aurigae-0.6B-Echelon1.Q5_K_M.gguf	444 MB	GGUF (Q5_K_M)	5-bit quantized model file
Eta-Aurigae-0.6B-Echelon1.Q8_0.gguf	639 MB	GGUF (Q8_0)	8-bit quantized model file
config.json	31 B	JSON	Configuration file
.gitattributes	1.88 kB	Text	Git attributes configuration

Quants Usage

(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)

Here is a handy graph by ikawrakow comparing some lower-quality quant types (lower is better):