Torchcast Decision 12B

Released
2026-10-02
Last refreshed
2026-10-05
Status
Researched 1d ago
Open weightsCommercial use: non-commercialAgentsClassificationJSON / Tool useAgent

Torchcast Decision 12B is a released agents, classification, and json / tool use model with open-weight; evaluate it while provider pricing coverage matures.

Torchcast AI releases · 1 in the last 12 monthsChangelog →
Specifications
Released
2026-10-02
Context
16k
Parameters
12B
Openness
Open weights
License
CC-BY-NC-4.0Commercial use: non-commercial
Weights
Available
Code
Unknown
Training
Fine-tuned
Pricing

No tracked provider token pricing is available yet.

About

Torchcast Decision 12B (torchcast-decision-12b) is Torchcast AI's text decision checkpoint, a LoRA fine-tune of Gemma-4-12B-it merged into full BF16 weights (11.96B parameters). It returns yes/no probabilities (noul), choice distributions, and ordinal score distributions by reading option letters at the answer position in one forward pass with one output token. Per-type temperatures in readout_config.json were fitted on public non-JevBench validation sets (choice/score 1.0, noul 0.2). It was trained on a 50/50 mix of gold labels and a larger instruction model's option distributions (not TypeSafe/Jev outputs), over procedurally generated decisions, the Open-Jev train split, and public dataset train splits.

Provider price ladder

No tracked provider token pricing is available for this model yet.

Capabilities

Structured Outputs

Benchmark peer barsfor Agents

No task-mapped benchmark peers are available for this model yet.

Benchmark scores(1)

Scores are benchmark-specific and are direction-aware: the same numeric gap can mean very different outcomes across suites. Use the leaderboard context and this model's provider route to decide whether the winning margin is meaningful for your workload.
BenchmarkScoreVersionEvaluationSource
JevBench69.9v1.6.0Observed 2026-10-04—Source

Migration checks

No linked migration route is available for this model yet.

API versions

torchcast-ai/torchcast-decision-12btorchcast-decision-12bTorchcast Decision 12Bv1.0.0