NS-Studio/Kernel-Logic1.5

Kernel Logic 1.5

Kernel Logic 1.5 is a fine-tuned large language model optimized for logical reasoning, mathematics, and code generation tasks. Provided in GGUF (Q4_K_M) format, it is engineered for efficient local inference across standard consumer hardware.

⚙️ Training Hardware & Environment

Trained and quantized using Unsloth on Google Colab (Google Compute Engine backend):

📊 Benchmark Results

Evaluated on September 17, 2026:

• —Average Generation Speed: 14.68 tokens/second

{
  "Kernel Logic 1.5": {
    "evaluated_at": "2026-09-17 13:47:01.356204",
    "mmlu_pro_acc": 38.0,
    "gsm8k_acc": 68.0,
    "humaneval_acc": 57.5,
    "truthfulqa_acc": 48.0,
    "average_score_pct": 52.88,
    "avg_tokens_per_second": 14.68
  }
}