---
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- This is a research model and may generate inaccurate, incomplete, or outdated agricultural information.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.