Boris-1.3-75M-Instruct
Boris-1.3-75M-Instruct is a 75 million-parameter language model created by New Millennium Artificial Intelligence (NMAI).
This is an instruction-tuned model. It follows instructions and holds a conversation. For the base (pretrained-only) version, see KSP-NMAI/Boris-1.3-75M.
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
tok = AutoTokenizer.from_pretrained("KSP-NMAI/Boris-1.3-75M-Instruct")
model = AutoModelForCausalLM.from_pretrained("KSP-NMAI/Boris-1.3-75M-Instruct")
messages = [{"role": "user", "content": "What's a good way to start learning C?"}]
ids = tok.apply_chat_template(messages, add_generation_prompt=True, return_tensors="pt")
out = model.generate(ids, max_new_tokens=120, do_sample=True, top_p=0.95)
print(tok.decode(out[0][ids.shape[-1]:], skip_special_tokens=True))
Details
| Architecture | GPT-2 (pre-LN, learned positional embeddings, tied embeddings) |
| Layers / heads / d_model | 12 / 9 / 576 |
| Context length | 1024 |
| Vocab | 50304 (GPT-NeoX-20B BPE, padded) |
| Tokenizer | EleutherAI/gpt-neox-20b |
| Precision | trained in bf16 autocast with fp32 master weights |
Fine-tuning
Fine-tuned on smol-smoltalk and OpenAssistant for 279,815 examples over 8:19:30 on one RTX 3060.
| Final loss | 1.4162 |
| Final grad norm | 1.185 |
| Final learning rate | 1.00e-05 |
Limitations
A model of this size will produce text that is frequently inaccurate, inconsistent, or offensive. It has received no alignment or safety tuning and should not be used for factual reference or deployed without supervision.
Copyright & License
Copyright 2026 OpenCerebral
This project and all associated files (the "Work") are licensed under the Apache License, Version 2.0 (the "License"); you may not use this project except in compliance with the License. You may obtain a copy of the License at:
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.