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lfm3-1.7b-web

fusorlabs

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asr4all-l

futo-org

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Input Audio→ Output Text
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asr4all-m

futo-org

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asr4all-s

futo-org

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futo-swipe

futo-org

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Eva-4B-V2

FutureMa

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FxAI Decision Model is a trained decision classifier on the Qwen/Qwen3.8-27B architecture. Given a state, a question and up to 255 candidate options, it returns a calibrated probability distribution over those options. This model is intended for routing, intent classification, multiple-choice decisions, tool selection and structured scoring. It is not intended for autonomous high-stakes decisions, safety-critical control, medical or legal advice, or use without application-specific evaluation and human review.

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Dataset was made created with 10 000 images manually annotated from safebooru. Split was train 70, val 20, test 10. This model is based on yolov8x6. It has been trained on the said dataset for 300 epoch at 1280px*1280px. It took ~110 hours to train on a RTX A4000. While it doesn't provide a huge mAP50-95, its predictions are always correct on the files I've tested. Confidence could be higher, but the model is very precise.

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Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

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Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

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Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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