What are the hardware requirements for Rubi No Reason Phase 1?

Rubi No Reason Phase 1 requires approximately 1.2 GB of VRAM and supports a context window of 32K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Rubi No Reason Phase 1 and how large is it?

Rubi No Reason Phase 1 is developed by sayantan0013, a model with 596m 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 Rubi No Reason Phase 1?

Rubi No Reason Phase 1 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Rubi No Reason Phase 1 by sayantan0013 — VRAM 1.2GB, 32K context

Name: Rubi No Reason Phase 1
Author: sayantan0013

Rubi No Reason Phase 1 is an open-source language model by sayantan0013. Features: 596m LLM, VRAM: 1.2GB, Context: 32K, LLM Explorer Score: 0.18.

Arxiv:2305.18290 Base model:finetune:ruberri/mn... Base model:ruberri/mnlp m3 mcq... Conversational Dpo Endpoints compatible Generated from trainer Qwen3 Region:us Safetensors Trl

Model Card on HF 🤗: https://huggingface.co/sayantan0013/rubi_no_reason_phase_1

Rubi No Reason Phase 1 Parameters and Internals

LLM Name	Rubi No Reason Phase 1
Repository 🤗	https://huggingface.co/sayantan0013/rubi_no_reason_phase_1
Model Name	rubi_no_reason_phase_1
Base Model(s)	MNLP M3 Mcqa Model ruberri/MNLP_M3_mcqa_model
Model Size	596m
Required VRAM	1.2 GB
Updated	2026-08-05
Maintainer	sayantan0013
Model Type	qwen3
Model Files	1.2 GB 0.0 GB
Model Architecture	Qwen3ForCausalLM
Context Length	32768
Model Max Length	32768
Transformers Version	4.52.4
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151936
Torch Data Type	bfloat16
Errors	replace

Rank the Rubi No Reason Phase 1 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 Rubi No Reason Phase 1

Best Alternatives	Context / RAM	Downloads	Likes
S1 Mini MLX Bf16	40K / 1.2 GB	218	1
Test6	40K / 1.2 GB	15	0
... Calling Qwen0.6B 27jul Merged	40K / 1.2 GB	670	0
...Qwen0.6B 27jul Merged Llamacpp	40K / 1.2 GB	5	0
Sam Reason A1	40K / 2.4 GB	20	1
Qwen3 0p6mimo S3 Bf161200	32K / 1.2 GB	117	0
Qwen3 Grpo2 96	32K / 1.2 GB	5	0
Qwen3 0p6 Bf16 600	32K / 1.2 GB	6	0
Rubi No Reason Phase 2	32K / 1.2 GB	11	0
MNLP M3 Rag Model	32K / 2.4 GB	10	0

Note: green Score (e.g. "73.2") means that the model is better than sayantan0013/rubi_no_reason_phase_1.