What are the hardware requirements for GRM 3.2 Turf?

GRM 3.2 Turf requires approximately 2.3 GB of VRAM and supports a context window of 125K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed GRM 3.2 Turf and how large is it?

GRM 3.2 Turf is developed by OrionLLM, a model with 1.2b 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 GRM 3.2 Turf?

GRM 3.2 Turf is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

GRM 3.2 Turf by OrionLLM — VRAM 2.3GB, 125K context

Name: GRM 3.2 Turf
Author: OrionLLM

GRM 3.2 Turf is an open-source language model by OrionLLM. Features: 1.2b LLM, VRAM: 2.3GB, Context: 125K, License: apache-2.0, LLM Explorer Score: 0.28.

Base model:finetune:liquidai/l... Base model:liquidai/lfm2.5-1.2... Conversational Eval-results Image-text-to-text Lfm2 Region:us Safetensors

Model Card on HF 🤗: https://huggingface.co/OrionLLM/GRM-3.2-Turf

GRM 3.2 Turf Parameters and Internals

LLM Name	GRM 3.2 Turf
Repository 🤗	https://huggingface.co/OrionLLM/GRM-3.2-Turf
Model Name	LiquidAI/LFM2.5-1.2B-Thinking
Base Model(s)	LiquidAI/LFM2.5-1.2B-Thinking LiquidAI/LFM2.5-1.2B-Thinking
Model Size	1.2b
Required VRAM	2.3 GB
Updated	2026-08-01
Maintainer	OrionLLM
Model Type	lfm2
Model Files	2.3 GB
Model Architecture	Lfm2ForCausalLM
License	apache-2.0
Context Length	128000
Model Max Length	128000
Tokenizer Class	TokenizersBackend
Padding Token	<\|pad\|>
Vocabulary Size	65536
Torch Data Type	float16

Rank the GRM 3.2 Turf 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

Best Alternatives to GRM 3.2 Turf

Best Alternatives	Context / RAM	Downloads	Likes
LFM2.5 1.2B Instruct	125K / 2.3 GB	575331	647
LFM2.5 1.2B JP 202606	125K / 2.3 GB	24006	69
LFM2.5 1.2B Thinking	125K / 2.3 GB	32455	354
LFM2.5 1.2B JP 202606 ONNX	125K / GB	9659	6
LFM2.5 1.2B Base	125K / 2.3 GB	22738	137
LFM2 1.2B	125K / 2.3 GB	147917	357
...fm2.5 1.2B Instruct Manumit V1	125K / 2.3 GB	139	0
...fm2.5 1.2B Thinking Manumit V1	125K / 2.3 GB	138	0
Catmind 1.2B	125K / 2.3 GB	433	4
...er Gemini Simplified Reasoning	125K / 2.3 GB	116	0

Note: green Score (e.g. "73.2") means that the model is better than OrionLLM/GRM-3.2-Turf.