karpo-decision-31B
karpo-decision-31B is a text-only Gemma fine-tune with a 255-option readout. Its maker reports public-index results; probabilities are uncalibrated.
By MachinePulseAI · Hugging Face package release: 5 Nov 2026
A text-only Gemma-4-31B-it fine-tune with a linear readout over supplied options. One pass answers choice, noul and score questions. The checkpoint contains vision weights, but the runtime does not use them. Its probabilities have not been calibrated.
Quick answers
What is karpo-decision-31B by MachinePulseAI?
karpo-decision-31B: A text-only Gemma-4-31B-it fine-tune with a linear readout over supplied options.
Who makes karpo-decision-31B?
karpo-decision-31B: MachinePulseAI
Facts
- Size
- 31.3B bf16 parameters plus a 255 by 5,376 fp32 readout
- Inputs
- Text or JSON; up to 255 options
- Context
- 32,768 tokens per sequence; multi-question requests can be split, with the full state in each part
- Hardware
- 62.5 GB of weights; longer requests need additional memory
- Licence
- MachinePulse Community License effective 12 Nov 2026. Earlier Apache-2.0 copies retain their rights; inference code is separately Apache-2.0
- Commercial terms
- The weight licence effective 12 Nov 2026 requires attribution for external commercial use and a separate agreement for commercial production above US$10M annual revenue, including affiliates
Claims and sources
- The maker reports public Decision Index 0.3 score 75.05 across 140,178 scored requests, and private Full score 73.86 on the 11 Nov 2026 Decision Index 0.4.1 board. The private result is a maker report, not a reproduced test. vendor reportedsource
Links
Source: Card and weights → Source: Weight licence and effective date → Source: Separately licensed inference code →
Related projects
No related projects are listed in the registry.