Text Classification
Transformers
Safetensors
Portuguese
support-automation
e-commerce
portuguese
ticket-routing
decision-model
multi-task
ensemble
Instructions to use syvorai/decisum with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use syvorai/decisum with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="syvorai/decisum")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("syvorai/decisum", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Commit History
Today
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model card: v6 lineage table + v13urg negative result (campaign update, 20 Oct 2026)
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nota CPU atualizada: wheel +cpu oficial funciona bem
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card: limitacoes suavizadas + Threadripper 35.8s -> 2.9s (torch cpu wheel)
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card: remove mencao a raridade do 3-critica nas limitacoes
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card: RX 7900 XT medida (130ms) + urgencia critica 18->32 casos na regua
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usage audit: resposta de exemplo real, sys.path no snippet, device auto
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Yesterday
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servir_*: device auto (cuda->mps->cpu) — comando do card funciona em qualquer maquina
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servir_*: device auto (cuda->mps->cpu) — comando do card funciona em qualquer maquina
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card: B60 agora serve o mirror de producao com v10+swa
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latency table: M2 Max/M5/M4 Pro/XTX/B60 medidos com carga uniforme + script de bench
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latency table: M2 Max/M5/M4 Pro/XTX/B60 medidos com carga uniforme + script de bench
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model card: campanha vira 9 desafiantes (Veredicto v5 limpo, DAPT catastrophic forgetting)
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update: RTX PRO 6000 measured (56ms ensemble), mark XTX as measured
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add: Threadripper 2970WX CPU latency (measured)
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add: measured M4 Pro MPS/CPU latency + estimated M2 Max and M5
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add: hardware-specific latency benchmarks (RTX PRO 6000, RX 7900 XTX/XT, Arc Pro B60, M4 Pro)
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reframe: JEV as benchmark reference (not training source), remove distillation language
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fix: remove v11e references, rename Judge-D to JEV (real name)
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fix: remove stale v11e references, clarify why 2-member > 3-member ensemble
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decisum v10+swa: ensemble champion (0.6339) + calibração + scripts + model card
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initial commit
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