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license: mit
library_name: pytorch
tags:
- pytorch
- baseline
- classification
- benchmark
---
# Model Card: Baseline Tiny Classifier
## Model description
A tiny PyTorch text classifier used as an auxiliary baseline for semantic
classification tasks in the SLM Efficiency Frontier benchmark.
## Architecture
Embedding -> mean pooling -> 2-layer MLP classifier. See
`pytorch_baselines/tiny_classifier.py` in the GitHub repository.
## Intended use
Calibration and reference baseline for the benchmark. Not intended for
production use.
## Training data
None / synthetic. The model is provided untrained as a structural baseline.
## Limitations
Small capacity; untrained; for benchmark calibration only.
## License
MIT.
## Official resources
- GitHub repository: https://github.com/AntonioVFranco/slm-efficiency-frontier
- Benchmark Dataset: https://huggingface.co/datasets/AntonioVFranco/slm-efficiency-frontier-benchmark
- Benchmark Space: https://huggingface.co/spaces/AntonioVFranco/slm-efficiency-frontier
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