Post
868
New Research Release: AetherMind_SRL — Self-Reflective Learning for Robust Natural Language Inference (NLI)
By: Sameer S. Najm
After more than a year of continuous work, experimentation, and refinement, I am proud to officially publish AetherMind_SRL, a self-improving Transformer model trained using Self-Reflective Learning (SRL) — a technique that enables the model to learn from its own mistakes.
This research integrates:
🔹 Knowledge Distillation from DeBERTa-v3-base
🔹 Self-Reflective Learning loops
🔹 Adversarial ANLI training
🔹 Clinical Alzheimer’s reasoning (ADNI)
🔹 SMART Error Buffers for hard-example mining
What makes it unique?
AetherMind_SRL continuously improves through structured error logs, balanced correction buffers, and clinical-domain adaptation. It achieves strong performance across general NLI benchmarks, adversarial datasets, and Alzheimer’s-focused reasoning tasks.
Official Research Preprint (Zenodo DOI):
https://doi.org/10.5281/zenodo.17670971
Model Repository (Hugging Face):
samerzaher80/AetherMind_SRL
Full community article (Hugging Face Blog):
https://huggingface.co/blog/samerzaher80/aethermind-srl
By: Sameer S. Najm
After more than a year of continuous work, experimentation, and refinement, I am proud to officially publish AetherMind_SRL, a self-improving Transformer model trained using Self-Reflective Learning (SRL) — a technique that enables the model to learn from its own mistakes.
This research integrates:
🔹 Knowledge Distillation from DeBERTa-v3-base
🔹 Self-Reflective Learning loops
🔹 Adversarial ANLI training
🔹 Clinical Alzheimer’s reasoning (ADNI)
🔹 SMART Error Buffers for hard-example mining
What makes it unique?
AetherMind_SRL continuously improves through structured error logs, balanced correction buffers, and clinical-domain adaptation. It achieves strong performance across general NLI benchmarks, adversarial datasets, and Alzheimer’s-focused reasoning tasks.
Official Research Preprint (Zenodo DOI):
https://doi.org/10.5281/zenodo.17670971
Model Repository (Hugging Face):
samerzaher80/AetherMind_SRL
Full community article (Hugging Face Blog):
https://huggingface.co/blog/samerzaher80/aethermind-srl