📚 The Kashmiri NLP Resource Hub

Everything built for the Kashmiri language, in one place

Kashmiri research is scattered across arXiv, HuggingFace, government portals and university PDFs — which makes it hard to know what already exists, and easy to rebuild something twice. This is a single, tracked catalogue of 205 datasets, papers, models, tools and the groups behind them, spanning 1932–2026.

Three hand-painted Kashmiri papier-mâché boxes with flowers and birds
Kashmir papier-mâché trinket boxes, painted by hand.Catlemur, CC BY-SA 4.0, source
205
Resources
tracked & verified
84
Datasets
corpora & benchmarks
36
Papers
published research
60
Models
pretrained & fine-tuned
17
Tools
software & platforms
101
Since 2025
the field is accelerating
Researcher portalsMeet the researchers building Kashmiri AIHaq Nawaz Malik · AI4Bharat · COIL-D / CorIL team · Gaash Lab · Tawseef Ahmad Mir & Aadil Ahmad Lawaye and more9 portals →

Where the effort is going

Resource count by task. The long tail is the interesting part — it shows which problems in Kashmiri NLP are still essentially untouched.

Pages by task:Machine Translation · Corpus · LLM · Speech Recognition · Speech Synthesis · Benchmark · OCR · Lexical Resource · Text Classification

25 of 205 resources · Speech Recognition
dataset
2026

100 Shruk Speech-to-Text Dataset

Omarrran (HNM) · HuggingFace

Recordings of traditional Kashmiri shruks paired with Kashmiri-script transcriptions and thematic tags (99 samples), for training and evaluating Kashmiri ASR.

PoetryShrukGated
CC-BY-4.0
dataset
2026

Chaashini

KaptureCX · HuggingFace

Continuously growing corpus of clean, single-speaker, studio-grade speech in 33 Indian languages (about 2,955 hours), each clip passed through a multi-stage quality gate. Includes Kashmiri.

Studio SpeechSingle SpeakerGated
Apache-2.0
dataset
2026

Indic DiarBench

Sarvam AI · HuggingFace

Joint diarization and ASR benchmark: about 108 hours of natural multi-speaker conversation across the 22 scheduled languages, with human-corrected, speaker-attributed transcripts. Includes Kashmiri.

DiarizationConversational22 Languages
CC-BY-4.0
tool
2026

Sarvam Saaras — Kashmiri Speech Recognition

Sarvam AI · Sarvam

Commercial speech-recognition API from Sarvam AI that lists Kashmiri (ks-IN) among its languages.

APICommercialks-IN
Commercial
paper
2026

Task-Lens: Cross-Task Utility Based Speech Dataset Profiling for Low-Resource Indian Languages

Swati Sharma, Divya V. Sharma, Anubha Gupta · LREC 2026

Profiles 50 Indian speech datasets in 26 languages for nine speech tasks. Kashmiri has about 170–180 hours across four datasets and is among the languages the authors say urgently need more data (under 400 hours).

Speech DataData GapsIndian Languages
paper
2025

A Wav2Vec2 Model-Based Automatic Speech Recognition System for Low-Resource Kashmiri Language

Muzaffar Ahmad Dar, Jagalingam Pushparaj · International Journal of Speech Technology

Journal paper on a Wav2Vec2-based speech recognition system for Kashmiri.

Wav2Vec2ASRJournal
paper
2025

Emotion Recognition in Kashmiri Speech Using Bidirectional LSTM Networks

— · Procedia Computer Science (ScienceDirect)

Evaluates coefficient-based acoustic features with bidirectional LSTM networks for recognising emotion in Kashmiri speech — one of the few affective-computing studies targeting the language.

EmotionBiLSTMAcoustic Features
Elsevier
dataset
2025

Kashmiri Audio Corpus (Segmented)

programindz · HuggingFace

1,955 segmented speech samples (16kHz, 16-bit, mono WAV) derived from OpenSLR-122. Ready-to-use format for ASR training pipelines.

Speech1.9K Segments16kHz
GPL-3.0
dataset
2025

Omnilingual ASR Corpus

Meta FAIR · Meta AI

Spontaneous speech recordings with transcriptions in 348 under-served languages, collected for Meta's Omnilingual ASR project. Includes Kashmiri (kas_Arab) train, dev and test splits.

Spontaneous Speech348 Languages
CC-BY-4.0
dataset
2025

UrduSpeech — Urdu & Kashmiri Speech Corpus

humairawan · HuggingFace

Multi-style, professionally recorded speech corpus covering Urdu and Kashmiri, designed for both text-to-speech and automatic speech recognition.

Multi-StyleTTSASR
See dataset card
dataset
2024

IndicVoices — Kashmiri

AI4Bharat · AI4Bharat

AI4Bharat's natural and spontaneous speech corpus for 22 Indian languages (23.7K hours in total), with a Kashmiri split for speech recognition.

SpeechSpontaneous
CC-BY-4.0
dataset
2024

MMS ulab v2

ESPnet · HuggingFace

8,900 hours of unlabelled speech in 4,023 languages for language identification, spoken language modelling and representation learning; a reproduced and extended MMS ulab.

Unlabelled Speech4,023 Languages
CC-BY-NC-SA-4.0
paper
2024

Spoken Kashmiri Recognition Using Hybrid CNN-gMLP

Various · Preprints.org

Hybrid CNN-gMLP model for spoken Kashmiri word recognition. Addresses phonetic diversity and dialectal variations with data augmentation strategies.

Speech RecognitionCNN-gMLPPhonetics
dataset
2023

Indian Kashmiri Speech Recognition Corpus (Mobile)

Speechocean · Speechocean

Commercial ASR corpus: 115.34 hours of Kashmiri speech from 218 speakers (102 male, 116 female) across 77,255 utterances recorded in quiet environments. The largest Kashmiri speech collection known, though it is licensed rather than open.

115 Hours218 SpeakersCommercial
Commercial
tool
2023

Kashmir-ASR

kamrandar · GitHub

Open-source project for automatic speech recognition of the Kashmiri language, providing code and pipeline scaffolding for building Kashmiri ASR systems.

Open SourceGitHubASR
See repository
org
2020

AI4Bharat

IIT Madras

The most significant producer of open Indic language technology. Behind IndicTrans2, the BPCC corpora, IndicBERT, IndicConformer ASR and Indic Parler-TTS — most of the general-purpose models that currently support Kashmiri at all.

Research LabOpen SourceIndic NLP
Featured
dataset
2020

Kashmiri Raw Speech Corpus (LDC-IL)

Linguistic Data Consortium for Indian Languages · LDC-IL, CIIL Mysore

Natural raw speech corpus for Kashmiri covering multiple dialects, age groups and both genders. Speech was collected across the Valley from Pulwama, Srinagar and Anantnag, comprising words, sentences and running text.

Raw SpeechDialectsGovernment
LDC-IL Licence
paper
2017

Kashmiri Speech Recognition Using Linear Predictive Coding and Neural Networks

— · Conference paper

Early Kashmiri ASR work recognising isolated spoken digits zero to nine across male and female speakers, using LPC feature extraction and artificial neural networks. Reports 92% accuracy on 350 speech samples.

LPCANNIsolated Digits
ResearchGate
model

IndicConformer ASR — Kashmiri

AI4Bharat · HuggingFace

Conformer-Large (120M params) ASR model with hybrid CTC-RNNT decoder specifically for Kashmiri speech. Requires 16kHz mono WAV input. Uses AI4Bharat NeMo framework.

ASRConformer120M Params
Featured
tool

Bhasini — National Language Translation Mission

MeitY, Govt. of India · Government

Official Indian government AI platform with Kashmiri translation, ASR, and TTS APIs. Free to use for developers. Includes models for all 22 scheduled languages.

APIGovernmentTranslation
dataset

Kashmiri Data Corpus (OpenSLR-122)

OpenSLR · OpenSLR

Transcribed audio recordings from native Kashmiri speakers for Automatic Speech Recognition (ASR) development. The foundational Kashmiri speech dataset. GPL-3.0 licensed.

SpeechASRAudio
dataset

Kashmiri Spoken Words Dataset

Omarrran · HuggingFace

Processed audio data of 12 frequently spoken Kashmiri words. Designed for spoken word recognition and voice command research.

SpeechWord RecognitionAudio
model

kashurai — Kashmiri Dataset Collection

Community · HuggingFace

Curated community collection grouping Kashmiri-specific LLMs, text datasets, and ASR models in one browsable hub. Great starting point for discovery.

CollectionCommunityCurated Hub
dataset

kscp — Kashmiri Speech Corpus Processing

erstan · GitHub

Tools for processing audio and text data from OpenSLR Kashmiri Data Corpus. Includes preprocessing pipelines, data loaders, and segmentation utilities.

Speech ProcessingToolsASR Pipeline
model

XLS-R 300M (Wav2Vec2)

Meta AI · HuggingFace

Self-supervised speech model pretrained on 436K hours of audio in 128 languages. Fine-tunable for Kashmiri ASR tasks with limited labeled data.

ASRSelf-Supervised128 Languages

Something missing?

This hub is only useful if it stays current. If you have built a Kashmiri dataset, model, tool, or published a paper — or you know of one that is not listed — send it over. Submissions are reviewed before they appear.

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