Rubi No Reason Phase Only Ultrafeed 1 is an open-source language model by sayantan0013. Features: 596m LLM, VRAM: 1.2GB, Context: 32K, LLM Explorer Score: 0.2.
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_only_ultrafeed_1
Rubi No Reason Phase Only Ultrafeed 1 Benchmarks
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
What is the LLM Explorer Rank (Score)
Rubi No Reason Phase Only Ultrafeed 1 Parameters and Internals
| LLM Name | Rubi No Reason Phase Only Ultrafeed 1 |
| Repository 🤗 | https://huggingface.co/sayantan0013/rubi_no_reason_phase_only_ultrafeed_1 |
| Model Name | rubi_no_reason_phase_only_ultrafeed_1 |
| Base Model(s) | |
| Model Size | 596m |
| Required VRAM | 1.2 GB |
| Updated | 2025-12-28 |
| Maintainer | sayantan0013 |
| Model Type | qwen3 |
| Model Files | |
| Model Architecture | Qwen3ForCausalLM |
| Context Length | 32768 |
| Model Max Length | 32768 |
| Transformers Version | 4.52.3 |
| Tokenizer Class | Qwen2Tokenizer |
| Padding Token | <|endoftext|> |
| Vocabulary Size | 151936 |
| Torch Data Type | bfloat16 |
| Errors | replace |
Best Alternatives to Rubi No Reason Phase Only Ultrafeed 1
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| ... Calling Qwen0.6B 27jul Merged | 40K / 1.2 GB | 670 | 0 |
| ...Qwen0.6B 27jul Merged Llamacpp | 40K / 1.2 GB | 13 | 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 |
| MNLP M3 DPO Sft200k CME | 32K / 2.4 GB | 20 | 0 |
| Rubi No Reason Phase 2 | 32K / 1.2 GB | 6 | 0 |
| MNLP M3 DPO Model | 32K / 2.4 GB | 15 | 0 |
| Qwen DPO Phase 2 | 32K / 1.2 GB | 6 | 0 |
Note: green Score (e.g. "73.2") means that the model is better than sayantan0013/rubi_no_reason_phase_only_ultrafeed_1 .
Rank the Rubi No Reason Phase Only Ultrafeed 1 Capabilities
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Original data from HuggingFace, OpenCompass and various public git repos.
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Release v20260328a