Total runs:
109
Run Growth:
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Growth Rate:
100.00%
Sponsored by
APIMart
dusersad12 / StableT5-TestRepo
Model's Last Updated: August 18 2026
Introduction of StableT5-TestRepo
Model Details of StableT5-TestRepo
StableT5
1. Introduction
StableT5 is a sequence-to-sequence model trained with a focus on training stability across random seeds. We evaluated multiple hyperparameter configurations and selected the run that achieves both high performance and low variance across seeds. The resulting model demonstrates that careful hyperparameter search can yield checkpoints that generalize reliably without seed-dependent flukes.
2. Evaluation Results
The champion run was selected from a pool of 6 experiments. Only runs whose per-seed relative standard deviation falls below 5% on all metrics were considered stable.
| Benchmark | T5-Small | T5-Base | mT5-Small | StableT5 |
|---|---|---|---|---|
| ROUGE-L | 0.435 | 0.488 | 0.472 | 0.589 |
| BLEU | 0.410 | 0.465 | 0.449 | 0.563 |
| BERTScore F1 | 0.862 | 0.895 | 0.884 | 0.934 |
| sacreBLEU | 0.416 | 0.471 | 0.455 | 0.570 |
| METEOR | 0.465 | 0.520 | 0.503 | 0.625 |
3. Stability Analysis
All metrics for the champion run were verified across three random seeds (42, 123, 999). The maximum relative standard deviation observed was well below the 5% threshold, confirming that the model's performance is not an artifact of a favorable seed.
4. Usage
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
model = AutoModelForSeq2SeqLM.from_pretrained("your-username/StableT5-TestRepo")
tokenizer = AutoTokenizer.from_pretrained("your-username/StableT5-TestRepo")
input_text = "translate English to French: The weather is nice today."
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs, max_length=128)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
5. License
This model is released under the Apache 2.0 License .
6. Contact
For questions or issues, please open an issue on the associated repository.
Runs of dusersad12 StableT5-TestRepo on huggingface.co
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More Information About StableT5-TestRepo huggingface.co Model
Url of StableT5-TestRepo
StableT5-TestRepo huggingface.co Url
Provider of StableT5-TestRepo huggingface.co
Other API from dusersad12
Updated:September 09 2026
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