| --- |
| license: cc-by-nc-sa-4.0 |
| language: |
| - en |
| - hi |
| base_model: Qwen/Qwen3-0.6B |
| pipeline_tag: text-generation |
| library_name: transformers |
| tags: |
| - lora |
| - peft |
| - qwen |
| - agriculture |
| --- |
| |
| # KLM-1 |
|
|
| KLM-1 is a bilingual agricultural language model supporting Hindi and English. |
|
|
| ## Base Model |
|
|
| Qwen3-0.6B |
|
|
| ## Evaluation |
|
|
| Benchmark: bharatgenai/BhashaBench-Krishi |
|
|
| ## Benchmark Results |
|
|
| | **Model** | **BBK_English** | **BBK_Hindi** | |
| |-------|------------:|----------:| |
| | Llama-3.2-1B | 29.71 | 25.21 | |
| | Llama-3.2-1B-Instruct | 29.16 | 26.33 | |
| | Llama-3.2-3B | 32.68 | 28.69 | |
| | Granite-3.1-3b-a800m-base | 33.36 | 26.70 | |
| | Sarvam-2B-v0.5 | 28.14 | 25.57 | |
| | Sarvam-1-2B | 30.82 | 27.57 | |
| | BharatGen-AgriParam (2.9B) | 33.10 | 27.97 | |
| | SoketAI-Sarthi-Agri-v1 (27B) | 29.19 | 28.15 | |
| | **KLM-1 (0.6B)** | **47.11** | **38.52** | |
| | **KLM-2 (0.6B)** | **60.59** | **48.89** | |
|
|
| ## Intended Use |
|
|
| KLM-1 is intended for **research, experimentation, and academic evaluation** of bilingual agricultural language models. The model may be useful for: |
|
|
| - Agricultural question answering |
| - Crop advisory research |
| - Evaluation on agriculture-specific benchmarks |
| - Instruction-following experiments in English and Hindi |
|
|
| The model has **not** been validated for production deployments or high-stakes agricultural decision-making. |
|
|
| ## Access |
|
|
| This repository is **gated**. |
|
|
| Access requests are reviewed on a case-by-case basis. The model is shared solely for **research and evaluation purposes**. Access may be denied if the intended use does not align with the project's research objectives or licensing terms. |
|
|
| ## Limitations |
|
|
| - This is a research model and may generate inaccurate, incomplete, or outdated agricultural information. |
| - Model outputs should **not** be considered professional agricultural advice. |
| - Performance may vary across crops, regions, languages, and farming practices. |
| - Users should independently verify all critical recommendations before taking action. |
|
|
| ## License |
|
|
| This model is released under the **CC BY-NC-SA 4.0** license. |
|
|
| Commercial use, redistribution for commercial purposes, or use in commercial products or services is **not permitted** without prior authorization from the model authors. |
