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Faizaniqbal
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Model Details
Model Provider
Faizaniqbal
Model Tree
Omarrran/koshur-kouter-ks-en_v1
Input Modalities
Output Modalities
Supported Functionality
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:
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Omarrran/koshur-kouter-ks-en_v1 ← fine-tuned on Kashmiri–English pairs ↓ continual pretraining on 2.8M Kashmiri tokensFaizaniqbal/KoshurAI_Tarjuma_v2 ← this model (language knowledge) ↓ SFT on 16,637 EN↔KS pairs (LoRA adapter)Faizaniqbal/KoshurAI_Tarjuma_v3 ← final translation modelOmarrran/koshur-kouter-ks-en_v1
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Architecture
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Gemma3ForCausalLM (5B parameters)
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Tensor type
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BF16
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Pretraining data
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2.8M tokens of Kashmiri text
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Languages
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Kashmiri (ks · kas_Arab), English (en)
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License
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Apache-2.0
|The 2.8M token corpus was assembled from two sources:
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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)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}}}Omarrran/koshur-kouter-ks-en_v1 ← fine-tuned on Kashmiri–English pairs ↓ continual pretraining on 2.8M Kashmiri tokensFaizaniqbal/KoshurAI_Tarjuma_v2 ← this model (language knowledge) ↓ SFT on 16,637 EN↔KS pairs (LoRA adapter)Faizaniqbal/KoshurAI_Tarjuma_v3 ← final translation modelgoogle/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)@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}}}@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}}}