Scores by reasoning setting

Provider (Baseline group, tested and included)89.7

Every tested setting is included in the overall score.

Available settings and grouping

Available settings

Provider default (reasoning controls unavailable)

Checked on 2026-10-09 · Provider documentation

How settings are grouped

Baseline: Provider default (reasoning controls unavailable) — tested and included
Balanced: Not available for this model
Intensive: Not available for this model

Scores by game

Go73.8
Chess91.6
Shogi93.8
Xiangqi86.4
Hex94.3
International Draughts87.5
Game of the Amazons95.9
Tumbleweed94.3

Each game counts every generation attempt, a failed one as 0 (“1 of 2 failed” marks games with failed attempts). Scores are relative within each game, across the included settings; they do not compare game difficulty.

What this result shows

Strongest included setting: Provider default (reasoning controls unavailable) (89.7).

Across included settings, the highest game score is Game of the Amazons (95.9); the lowest is Go (73.8). Each game counts every generation attempt, a failed one as 0. These are relative scores within each game, not direct comparisons of difficulty.

Match evidence measures these retained programs. It does not establish how a fresh generation will perform. Independent-generation variation is not estimated in this release.

Test protocol and evidence limits

Model identifier: unbiased/pareto-26.10-preview
Provider route (catalog): openrouter
Prompt identity / profile: Not retained in this result set / Not retained in this result set
Prompt version: Not retained in this result set
Generation policy: Generation-quality admission policy (see methodology)
Requested output-token limits: 131072 (9 of 9 indexed attempts)

Generation evidence

Provider default (reasoning controls unavailable): 8 contributing player programs across 8 games

Counts describe contributing programs, not independent replications: repairs and resends are not new independent samples. Independent-generation lineage is not retained.

Game	Reasoning group	Programs	Working-program strength	Raw rating	Combined record (W / D / L)
Go	Baseline	1 working of 1 attempt	73.8	1715.7	362 / 16 / 138
Chess	Baseline	1 working of 1 attempt	91.6	1970.7	419 / 38 / 23
Shogi	Baseline	1 working of 1 attempt	93.8	2144.3	458 / 5 / 31
Xiangqi	Baseline	1 working of 1 attempt	86.4	1850.0	404 / 44 / 50
Hex	Baseline	1 working of 1 attempt	94.3	2461.9	500 / 0 / 30
International Draughts	Baseline	1 working of 1 attempt	87.5	2109.5	413 / 39 / 50
Game of the Amazons	Baseline	1 working of 1 attempt	95.9	2495.8	512 / 0 / 18
Tumbleweed	Baseline	1 working of 1 attempt	94.3	2324.9	505 / 0 / 33

Each row covers all the model's programs in one game and setting. Strength and raw rating are attempt-weighted means; under them, each program's score and the lowest and highest rating describe the programs (not a confidence interval). The combined record adds up their matches: evidence volume, not strength.

Failures and budgets

0 model-code generation failures; 0 provider/infrastructure failures excluded from the generation denominator. Runtime player faults are separate: 0 recorded one-sided faults across contributing program rows. A crash or illegal move pinned on one program also counts as that program's loss in its match record; other faults, such as timeouts, are left out of rating evidence.

Repair/resend outcomes and available costs are included. Exact retry ceilings and execution budgets are not retained in this result set; see the methodology for the public policy. Do not infer a measured setting from a current provider catalog.

Player program results

Provider default (reasoning controls unavailable): 100% / 0% / 0% · n 8 No Overall rankIntensive not supportedBalanced not supported

Generation cost

$0.03average estimated cost per game and reasoning setting

Median: $0.03
Range: $0.02–$0.04
Provider-reported total: $0.25
Cost data: 8 combinations · 8 runs
Price source: Provider-reported
Price list: boardgame-list-prices-2026-10-09
Average output: 7.2k tokens
Output range: 4.9k–9.3k tokens
Runs with output-token data: 8

How cost is measured

Comparison cost gives equal weight to each model, game, and reasoning-setting combination. Recorded generation attempts include repairs and resends when cost evidence is available; runtime compute and service operation are excluded. Cost and output-token counts use separate telemetry denominators. A list-price estimate is not actual expenditure; mixed evidence is not a uniform standard-price comparison.

Test protocol

Combines this model's tested reasoning settings
Player-program generation; retained protocol details are under “Test protocol and evidence limits” above

Pareto 26.10 Preview