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S1MB

hotchpotch/S1MB

Benchmark comparing System One decision models across 137 English tasks.

Evaluation & Benchmarking0.99Runner-up: Agent Decisions
Automated README summary

Automatically summarized from the README on 17 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

S1MB is a benchmark and leaderboard for System One Decision Models that select options, make yes/no judgments, or assign scores from text, images, and instructions. It supports English, Japanese, and vision scopes.

How it uses Jev

Jev is a supported adapter (TypeSafe/Jev) for evaluating Choice, Noul, and Score decisions. The README does not specify which decisions Jev makes, what state it receives, or how its probabilities are used in code.

Primitives:choicescorenoul

Technique worth stealing

Combining public NLP datasets with synthetic probes in a shared workflow, preserving structured inputs and soft targets.

Try it

cd evaluator && uv sync --locked && uv run s1mb run --adapter dummy --category smoke-v1 --limit 2 --run-id smoke-001

View on GitHub

Start using Jev: API key and your first request →

Model judgments from README excerpts

Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.

Models & evaluation dates

Inclusion gate
jev-1.13.0
Project signals
jev-1.13.0
Category
jev-1.13.0
Pattern tags
jev-1.13.0

Evidence

These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.

  • Jev is core to the projectnot found in the excerpt0.19
  • Shows a System One patternnot found in the excerpt0.13
  • Describes handling uncertaintynot found in the excerpt0.04
  • Reports measured numbersnot found in the excerpt0.16
  • Is a runnable toolnot found in the excerpt0.07
  • Top-10 learning shortlist signalnot found in the excerpt0.16
  • Is a replica of the modelnot found in the excerpt0.18
  • Solves a common problem (0–2)score on a 0–2 scale1.05 / 2
  • About JevFound in material0.89
Signals
Jev is core to the project0.19Shows a System One pattern0.13Describes handling uncertainty0.04Reports measured numbers0.16Is a runnable tool0.07Top-10 learning shortlist signal0.16Is a replica of the model0.1800.51Solves a common problem (0–2)1.05 / 2012

no-judgment band (0.40–0.60)

Design patterns
Check-up0.6000.51

no-judgment band (0.40–0.60)

The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 17 Oct 2026.