Who developed Ratchet Nemotron Nano 4B Text2sql and how large is it?

Ratchet Nemotron Nano 4B Text2sql is developed by harshbhx, a model with 4b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate Ratchet Nemotron Nano 4B Text2sql?

Ratchet Nemotron Nano 4B Text2sql is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Ratchet Nemotron Nano 4B Text2sql by harshbhx

Name: Ratchet Nemotron Nano 4B Text2sql
Author: harshbhx

Ratchet Nemotron Nano 4B Text2sql is an open-source language model by harshbhx. Features: 4b LLM, License: other.

Adapter Base model:adapter:nvidia/nvid... Base model:nvidia/nvidia-nemot... Codegen Dataset:harshbhx/ratchet-text2... Dataset:harshbhx/ratchet-text2... Distillation En Finetuned Lora Model-index Nemotron Open-teacher Peft Ratchet Region:us Safetensors Sql Sqlite

Model Card on HF 🤗: https://huggingface.co/harshbhx/ratchet-nemotron-nano-4b-text2sql

Ratchet Nemotron Nano 4B Text2sql Parameters and Internals

LLM Name	Ratchet Nemotron Nano 4B Text2sql
Repository 🤗	https://huggingface.co/harshbhx/ratchet-nemotron-nano-4b-text2sql
Base Model(s)	NVIDIA Nemotron 3 Nano 4B BF16 nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16
Model Size	4b
Required VRAM	0 GB
Updated	2026-10-27
Maintainer	harshbhx
Model Files	0.0 GB
Supported Languages	en
Model Architecture	Adapter
License	other
Is Biased	none
PEFT Type	LORA
LoRA Model	Yes
PEFT Target Modules	up_proj\|o_proj\|v_proj\|q_proj\|k_proj\|down_proj
LoRA Alpha	32
LoRA Dropout	0
R Param	16

Rank the Ratchet Nemotron Nano 4B Text2sql capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

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Note: green Score (e.g. "73.2") means that the model is better than harshbhx/ratchet-nemotron-nano-4b-text2sql.