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TText generation▧Image generation▷Video generation⌘Code generation◖Speech synthesis♫Music generation⬡3D modeling▤Document analysis
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GGUF / ggml conversions of `OpenMOSS-Team/MOSS-Audio-4B-Instruct` for use with `crispasr --backend moss-audio` from **CrispStrobe/CrispASR**. **JFK sample (samples/jfk.wav, 11s):** > And so, my fellow Americans, ask not what your country can do for you, ask what you can do for your country. 1. **Inspect** the HF safetensors: 3 shards, 901 tensors total -- audio encoder (conv stem + 32 transformer layers + layer_norm), audio adapter (1 GatedMLP), deepstack mergers (3 GatedMLPs), language model (embedding + 36 Qwen3 layers + final norm + lm_head).

Speech recognition
Input Audio · Text→ Output Text
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Audio processing
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Sizes are MiB (what the file browser above reports). Auxiliary files: `multilingual-e5-small.imatrix` (131 KiB, the importance matrix used for the imatrix/IQ quants) and `multilingual-e5-small-imatrix-ab.txt` (the A/B notes from producing it). **Recommended: Q8_0.** It is within 0.0001 cosine of the F32 reference while being 3.6× smaller, so F32 buys nothing you can measure. Drop to a 4-bit quant only when you are memory-bound: they save a further 11 MiB — about 9% — and Q4_K gives up an order of magnitude more accuracy (0.990) to do it. At this model size the 4-bit tier is rarely the right trade; it matters much more on the larger models in this registry. CrispEmbed server supports four API dialects: - `POST /embed` — native - `POST /v1/embeddings` — OpenAI-compatible - `POST /api/embed` — Ollama-compatible - `POST /api/embeddings` — Ollama legacy

Embeddings & similarity
Input Text→ Output Embedding
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