Update README.md

README.md

@@ -5,4 +5,24 @@ datasets:
 base_model:
 - espnet/xeus
 - facebook/w2v-bert-2.0
+---
+# 🗣️ Speaker Verification Checkpoints
+
+This repository hosts pretrained and fine-tuned model checkpoints used in the course project [Multilingual Speaker Verification](https://github.com/Stefan2417/CourseWork).  
+The project explores the effectiveness of multilingual self-supervised speech models adapted for **speaker verification** using **PMFA** (Partial Multi-scale Feature Aggregation), especially in **low-resource and cross-lingual** scenarios.
+
+---
+
+## 📦 Available Checkpoints
+
+| File                                             | Description                                                |
+|--------------------------------------------------|------------------------------------------------------------|
+| `tunned_xeus.pth`                                | Fine-tuned XEUS encoder with full PMFA pipeline            |
+| `xeus_adapter_checkpoint.pth`                    | Adapter-only checkpoint for XEUS                           |
+| `wav2vec-bert_adapter.pth`                       | Adapter-only for Wav2Vec2-BERT                             |
+| `wav2vec2-bert_tunned_without_large_margin.pth`  | Fine-tuned Wav2Vec2-BERT (standard margin)                 |
+| `wav2vec2-bert-large-margin.pth`                 | Fine-tuned Wav2Vec2-BERT using large-margin classification |
+
+> All checkpoints are compatible with the training and evaluation scripts in [Stefan2417/CourseWork](https://github.com/Stefan2417/CourseWork)
+
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