Instructions to use samerzaher80/AetherMind-KD-Student with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use samerzaher80/AetherMind-KD-Student with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="samerzaher80/AetherMind-KD-Student")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("samerzaher80/AetherMind-KD-Student") model = AutoModelForSequenceClassification.from_pretrained("samerzaher80/AetherMind-KD-Student") - Notebooks
- Google Colab
- Kaggle
Official Release: AetherMind-KD-Student (184M)
π Official Release: AetherMind-KD-Student (184M)
Iβm proud to release AetherMind-KD-Student, a compact 184M NLI model distilled from a DeBERTa-v3 teacher.
It achieves strong results across core, adversarial, and zero-shot NLI benchmarks.
π Highlights
- 308 samples/sec on RTX 3050
- MNLI ~90.5%, SNLI ~89%
- Adversarial NLI:
- ANLI R1: 73.6%
- ANLI R2: 57.7%
- ANLI R3: 53.67%
- Zero-shot:
- SciTail: 78.83%
- RTE: ~86.3%
- HANS: ~77.7%
- XNLI (EN): 90.92%
π§ Training Data
SNLI, MNLI, ANLI (R1βR3)
π§ͺ Zero-Shot Generalization
RTE, HANS, SciTail, XNLI (English)
π Credits
Developed by Sameer S. Najm
AetherMind project β Sam IT Solutions, Iraq
Open for collaboration and feedback!
π Official Release: AetherMind-KD-Student (184M)
Iβm proud to release AetherMind-KD-Student, a compact 184M NLI model distilled from a DeBERTa-v3 teacher.
It achieves strong results across core, adversarial, and zero-shot NLI benchmarks.π Highlights
- 308 samples/sec on RTX 3050
- MNLI ~90.5%, SNLI ~89%
- Adversarial NLI:
- ANLI R1: 73.6%
- ANLI R2: 57.7%
- ANLI R3: 53.67%
- Zero-shot:
- SciTail: 78.83%
- RTE: ~86.3%
- HANS: ~77.7%
- XNLI (EN): 90.92%
π§ Training Data
SNLI, MNLI, ANLI (R1βR3)
π§ͺ Zero-Shot Generalization
RTE, HANS, SciTail, XNLI (English)
π Credits
Developed by Sameer S. Najm
AetherMind project β Sam IT Solutions, IraqOpen for collaboration and feedback!