convaiinnovations/laya-typed-decisions
text-classification model by convaiinnovations
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Model card & documentation
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Non-autoregressive System 1 decision model, fine-tuned on the typed-decisions workflows: agent-trace observability, customer service, invoice processing and security incidents. Part of the Laya family. 400 test cases, 2,000 decisions, measured on the official test split. +3.9 points over Jev's published 0.727, above the 0.735 teacher ceiling, with 2.4x better Brier and 1.6x better score MAE. Jev figures are third-party published, not measured here — there is no TypeSafe API access in this project, and sample sizes and prompts differ. Treat the comparison as indicative. Or route to it explicitly: Router will not select this checkpoint automatically unless you construct it with autotaskdetection=True — it is specialised to four synthetic workflows and should not be a silent default. If this checkpoint is on a hot path, keep it resident rather than loading it per request: preload fetches and builds the checkpoints you name once; attach registers an Agent you already hold,…
Read the full model card ↗ · Preview checked 2026-11-03T22:52:19.675Z
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Model overview
convaiinnovations/laya-typed-decisions is a text-classification model repository published by convaiinnovations on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-classification
- Library
- transformers
- Recent downloads (30 days)
- 0
- Cumulative likes
- 134
- Hugging Face trending score
- 52
- Reported safetensors parameters
- 421,293,830
- Architecture
- Not reported
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-18T17:45:14.000Z
- Last modified
- 2026-09-24T04:08:17.000Z
Compatibility and lineage
Reported languages: en
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-30T06:38:12.437Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.