初始化项目，由ModelHub XC社区提供模型

Model: Faizaniqbal/KoshurAI_Tarjuma_v2
Source: Original Platform

README.md

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+---
+language:
+  - ks
+  - en
+license: apache-2.0
+base_model:
+  - Omarrran/koshur-kouter-ks-en_v1
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+  - kashmiri
+  - gemma3
+  - continual-pretraining
+  - low-resource
+  - language-model
+---
+# KoshurAI_Tarjuma_v2 — Kashmiri Continual Pretraining Base
+> ⚠️ **This is a base language model, not a translation model.**
+> For Kashmiri ↔ English translation, use the fine-tuned adapter:
+> [`Faizaniqbal/KoshurAI_Tarjuma_v3`](https://huggingface.co/Faizaniqbal/KoshurAI_Tarjuma_v3)
+---
+## What is this?
+`KoshurAI_Tarjuma_v2` is a **5B-parameter Gemma 3** model that has been
+continually pretrained on **2.8 million tokens of native Kashmiri text**,
+giving it deep knowledge of the Kashmiri language (Perso-Arabic script).
+It serves as the **Stage 1 base** in the KoshurAI two-stage pipeline:
+```
+Omarrran/koshur-kouter-ks-en_v1        ← fine-tuned on Kashmiri–English pairs
+        ↓  continual pretraining on 2.8M Kashmiri tokens
+Faizaniqbal/KoshurAI_Tarjuma_v2        ← this model (language knowledge)
+        ↓  SFT on 16,637 EN↔KS pairs (LoRA adapter)
+Faizaniqbal/KoshurAI_Tarjuma_v3        ← final translation model
+```
+---
+## Model Details
+|
+|
+|
+|
+---
+|
+---
+|
+|
+**
+Author
+**
+|
+ Faizan Iqbal (
+[
+@Faizaniqbal
+](
+https://huggingface.co/Faizaniqbal
+)
+) 
+|
+|
+**
+Base model
+**
+|
+`Omarrran/koshur-kouter-ks-en_v1`
+|
+|
+**
+Architecture
+**
+|
+ Gemma3ForCausalLM (5B parameters) 
+|
+|
+**
+Tensor type
+**
+|
+ BF16 
+|
+|
+**
+Pretraining data
+**
+|
+ 2.8M tokens of Kashmiri text 
+|
+|
+**
+Languages
+**
+|
+ Kashmiri (ks · kas_Arab), English (en) 
+|
+|
+**
+License
+**
+|
+ Apache-2.0 
+|
+---
+## Pretraining Corpus
+The 2.8M token corpus was assembled from two sources:
+- **InPage documents** — professionally published Kashmiri literature,
+  journalism, academic scholarship, and religious texts spanning multiple
+  decades, converted to Unicode via a custom InPage converter.
+- **Native speaker translations** — texts translated into Kashmiri by
+  native speakers, providing natural human-authored language coverage.
+---
+## Full Model Lineage
+```
+google/gemma-3-4b-it       (Google)
+    └─ sarvamai/sarvam-translate   (Sarvam AI)
+           └─ Omarrran/koshur-kouter-ks-en_v1   (Malik & Nissar, 2026)
+                  └─ Faizaniqbal/KoshurAI_Tarjuma_v2   ← this model
+                         └─ Faizaniqbal/KoshurAI_Tarjuma_v3   (translation adapter)
+```
+---
+## Citation
+```bibtex
+@misc{iqbal2026koshurai,
+  title        = {KoshurAI v3: A Fine-Tuned Neural Machine Translation System
+                  for Kashmiri--English Bidirectional Translation},
+  author       = {Iqbal, Faizan},
+  year         = {2026},
+  howpublished = {\url{https://huggingface.co/Faizaniqbal/KoshurAI_Tarjuma_v3}}
+}
+```
+Please also cite the base model:
+```bibtex
+@misc{malik2026koshurkouter,
+  title        = {Koshur Kouter KS-EN v1: A Merged QLoRA Kashmiri--English Translation Model},
+  author       = {Malik, Haq Nawaz and Nissar, Nahfid},
+  year         = {2026},
+  howpublished = {\url{https://huggingface.co/Omarrran/koshur-kouter-ks-en_v1}}
+}
+```