Rei V3 KTO 12B is an open-source language model by Delta-Vector. Features: 12b LLM, VRAM: 24.5GB, Context: 128K, Fine-Tuned, Instruction-Based, Merged, LLM Explorer Score: 0.2.
Merged Model Axolotl Base model:delta-vector/rei-12... Base model:finetune:delta-vect... Dataset:neweden/kto-if-dans Dataset:neweden/kto-instruct-m... Dataset:neweden/opus-accepted-... Dataset:neweden/purpura-arkhai... Finetuned Instruct Mistral Region:us Roleplay Safetensors Sharded Storywriting Tensorflow
Model Card on HF 🤗: https://huggingface.co/Delta-Vector/Rei-V3-KTO-12B
Rei V3 KTO 12B 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)
Rei V3 KTO 12B Parameters and Internals
| LLM Name | Rei V3 KTO 12B |
| Repository 🤗 | https://huggingface.co/Delta-Vector/Rei-V3-KTO-12B |
| Base Model(s) | |
| Merged Model | Yes |
| Model Size | 12b |
| Required VRAM | 24.5 GB |
| Updated | 2026-01-24 |
| Maintainer | Delta-Vector |
| Model Type | mistral |
| Instruction-Based | Yes |
| Model Files | |
| Model Architecture | MistralForCausalLM |
| Context Length | 131072 |
| Model Max Length | 131072 |
| Transformers Version | 4.51.0 |
| Tokenizer Class | PreTrainedTokenizer |
| Padding Token | <pad> |
| Vocabulary Size | 131072 |
| Torch Data Type | bfloat16 |
Best Alternatives to Rei V3 KTO 12B
Best Alternatives |
Context / RAM |
Downloads |
Likes |
|---|---|---|---|
| ...r Nemo 12B Instruct R 21 09 24 | 1000K / 24.5 GB | 2844 | 138 |
| Impish Nemo 12B | 1000K / 24.5 GB | 2078 | 70 |
| SauerkrautLM Nemo 12B Instruct | 1000K / 24.5 GB | 2008 | 22 |
| MN Slush | 1000K / 24.5 GB | 181 | 32 |
| ChatWaifu V1.4 | 1000K / 24.5 GB | 335 | 20 |
| Magnum V4 12B | 1000K / 24.5 GB | 294 | 50 |
| ChatWaifu 12B V2.0 | 1000K / 24.5 GB | 175 | 22 |
| Mistral Nemo Bophades 12B | 1000K / 24.5 GB | 20 | 9 |
| Mistral Nemo Wissenschaft 12B | 1000K / 24.5 GB | 27 | 8 |
| ...tral Nemo Gutenberg Doppel 12B | 1000K / 24.5 GB | 8 | 7 |
Note: green Score (e.g. "73.2") means that the model is better than Delta-Vector/Rei-V3-KTO-12B .
Rank the Rei V3 KTO 12B Capabilities
🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟
What open-source LLMs or SLMs are you in search of? 52554 in total.
Original data from HuggingFace, OpenCompass and various public git repos.
Check out Ag3ntum — our secure, self-hosted AI agent for server management.
Release v20260328a