NONOGRAMS BENCHMARK · REASONING MEDIUM

GPT-6.1 Terra

Openai · released 2026-10-26 · route gpt-6.1-terra · Model profile · Chess results · Sudoku results · Mines results · FreeCell results · Nations Royale results · Hustle Sim results · Elemental Armory results · Micro Mouse results

Results

Score
1795%: 0 to 38 · 6 of 36 base puzzles so far
Puzzles solved
1 of 6
Cells that match the solution
15.2%
Rows and columns whose clue it satisfies
17.2%
Wrong cells / left cells unknown / no grid
1 / 4 / 0
Near misses (three cells or fewer wrong)
0
Average stated confidence
33%
Average confidence when it had not solved it
20%
Sure but wrong (90% or more, unsolved)
1
Calibration (Brier, lower is better)
0.167
API-equivalent cost per solved puzzle
$0.115
Tokens per puzzle (in / out)
28,996 / 1,807
Reasoning tokens per puzzle
1,160
Retries for an unreadable reply
0
API-equivalent cost per puzzle
$0.019
Seconds per puzzle
26.1
Replies cut off at the length limit
0.0%
Aborted on our side (not counted)
0

By tier

TierNeedsSolvedOutput tokensSeconds
5 by 5Line logic, a round or two1 of 11115.4
10 by 10Line logic, about 3 rounds0 of 15,63177.6
15 by 15Line logic, about 5 rounds0 of 11,17917.9
20 by 20Line logic, about 8 rounds0 of 11,04515.1
25 by 25Line logic, about 11 rounds0 of 11,41418.4
BeyondLine logic stalls; needs contradiction or search0 of 11,46122.2

Cells by the depth of logic they need

Each cell is tagged with the round of line logic that settles it. Beyond line logic means only contradiction or search does.

DepthCellsRight
First pass40346.9%
Rounds 2-36137.2%
Rounds 4-73323.0%
Round 8 on1590.0%
Beyond line logic930.0%

Every puzzle