Benchmarks

Mirantis TokenFactory · SWE-bench

nemotron-3-super

31.52% Final

723 tasks solved inside our limits. 2,294 of 2,294 Full attempts graded (100.00%).

31.52%29.65%–33.45%
Full · solved inside our limits
ModelSolvedCut off by limitsContext capTime limit
nemotron-3-super31.52%6.36% (146 / 2,294)6.36%0.00%

Limit-constrained: Cut off on 20% or more of tasks by our limits, so this score understates what the model can do.

Outcome mix

Report statuses partition the Full set. Empty patches and reviewed timeouts overlap unresolved outcomes; they are not extra attempts. Incident reruns are not an outcome category.

Full outcomes and overlapping evidence annotations
OutcomeCount
Resolved723
Unresolved1,571
Ungraded0
Missing0
Empty patches (grade reason)207
Adjudicated outer timeouts0
Reviewed test timeouts1
Outage rerunsUnavailable: no active-attempt rerun manifest in the supplied inputs

By repository

Full tasks by repository
RepositoryResolved / gradedResolvedCut off by limitsCoverage
astropy/astropy28 / 9529.47%6.32% (6 / 95)100.00%
django/django333 / 85039.18%4.35% (37 / 850)100.00%
matplotlib/matplotlib52 / 18428.26%4.89% (9 / 184)100.00%
mwaskom/seaborn8 / 2236.36%4.55% (1 / 22)100.00%
pallets/flask2 / 1118.18%0.00% (0 / 11)100.00%
psf/requests6 / 4413.64%2.27% (1 / 44)100.00%
pydata/xarray32 / 11029.09%4.55% (5 / 110)100.00%
pylint-dev/pylint13 / 5722.81%15.79% (9 / 57)100.00%
pytest-dev/pytest40 / 11933.61%5.88% (7 / 119)100.00%
scikit-learn/scikit-learn64 / 22927.95%6.55% (15 / 229)100.00%
sphinx-doc/sphinx44 / 18723.53%12.30% (23 / 187)100.00%
sympy/sympy101 / 38626.17%8.55% (33 / 386)100.00%

Tokens and steps

Read 2,294 trajectories from 2,294 collected attempt directories. Steps use info.model_stats.api_calls. Tokens sum recorded assistant response usage per attempt; prompt tokens include repeated context. Missing fields remain unknown. Partial attempts and partial usage are included as observed totals.

434 inspected trajectories lack prompt or completion usage for some recorded calls. These totals are lower bounds. Download usage summaries and per-attempt metrics.

Steps

Median 54 · 2,294 observed

9 to 33.1: 519 attempts33.1 to 57.2: 705 attempts57.2 to 81.3: 418 attempts81.3 to 105.4: 231 attempts105.4 to 129.5: 154 attempts129.5 to 153.6: 94 attempts153.6 to 177.7: 80 attempts177.7 to 201.8: 52 attempts201.8 to 225.9: 20 attempts225.9 to 250: 21 attempts9250
Read bin counts

9–33.1: 519; 33.1–57.2: 705; 57.2–81.3: 418; 81.3–105.4: 231; 105.4–129.5: 154; 129.5–153.6: 94; 153.6–177.7: 80; 177.7–201.8: 52; 201.8–225.9: 20; 225.9–250: 21

Prompt tokens

Median 933,846.5 · 2,294 observed

26,988 to 1,212,351.7: 1,355 attempts1,212,351.7 to 2,397,715.4: 391 attempts2,397,715.4 to 3,583,079.1: 185 attempts3,583,079.1 to 4,768,442.8: 119 attempts4,768,442.8 to 5,953,806.5: 79 attempts5,953,806.5 to 7,139,170.2: 62 attempts7,139,170.2 to 8,324,533.9: 59 attempts8,324,533.9 to 9,509,897.6: 22 attempts9,509,897.6 to 10,695,261.3: 16 attempts10,695,261.3 to 11,880,625: 6 attempts26,98811,880,625
Read bin counts

26,988–1,212,351.7: 1,355; 1,212,351.7–2,397,715.4: 391; 2,397,715.4–3,583,079.1: 185; 3,583,079.1–4,768,442.8: 119; 4,768,442.8–5,953,806.5: 79; 5,953,806.5–7,139,170.2: 62; 7,139,170.2–8,324,533.9: 59; 8,324,533.9–9,509,897.6: 22; 9,509,897.6–10,695,261.3: 16; 10,695,261.3–11,880,625: 6

Completion tokens

Median 15,317.5 · 2,294 observed

910 to 9,382.1: 552 attempts9,382.1 to 17,854.2: 780 attempts17,854.2 to 26,326.3: 429 attempts26,326.3 to 34,798.4: 223 attempts34,798.4 to 43,270.5: 144 attempts43,270.5 to 51,742.6: 115 attempts51,742.6 to 60,214.7: 47 attempts60,214.7 to 68,686.8: 3 attempts68,686.8 to 77,158.9: 0 attempts77,158.9 to 85,631: 1 attempts91085,631
Read bin counts

910–9,382.1: 552; 9,382.1–17,854.2: 780; 17,854.2–26,326.3: 429; 26,326.3–34,798.4: 223; 34,798.4–43,270.5: 144; 43,270.5–51,742.6: 115; 51,742.6–60,214.7: 47; 60,214.7–68,686.8: 3; 68,686.8–77,158.9: 0; 77,158.9–85,631: 1

Total tokens

Median 950,512 · 2,294 observed

28,029 to 1,216,533.5: 1,350 attempts1,216,533.5 to 2,405,038: 395 attempts2,405,038 to 3,593,542.5: 181 attempts3,593,542.5 to 4,782,047: 123 attempts4,782,047 to 5,970,551.5: 78 attempts5,970,551.5 to 7,159,056: 62 attempts7,159,056 to 8,347,560.5: 61 attempts8,347,560.5 to 9,536,065: 22 attempts9,536,065 to 10,724,569.5: 16 attempts10,724,569.5 to 11,913,074: 6 attempts28,02911,913,074
Read bin counts

28,029–1,216,533.5: 1,350; 1,216,533.5–2,405,038: 395; 2,405,038–3,593,542.5: 181; 3,593,542.5–4,782,047: 123; 4,782,047–5,970,551.5: 78; 5,970,551.5–7,159,056: 62; 7,159,056–8,347,560.5: 61; 8,347,560.5–9,536,065: 22; 9,536,065–10,724,569.5: 16; 10,724,569.5–11,913,074: 6

Notable events

Task-wide grading amendments and reviewed timeout policies apply. See the methodology and each attempt’s evidence.

Recorded generation exits
Exit statusCount
ContextBudgetExceeded146
LimitsExceeded12
Submitted2,136

Attempt evidence

Files become downloadable when the evidence packer has produced them. Paths follow evidence/models/<model>/attempts/<repo-slug>/<instance_id>.json.gz. Repository slugs use the SWE-bench double-underscore form. Evidence and verification.

astropy/astropy · 95 tasks
django/django · 850 tasks
matplotlib/matplotlib · 184 tasks
mwaskom/seaborn · 22 tasks
pallets/flask · 11 tasks
psf/requests · 44 tasks
pydata/xarray · 110 tasks
pylint-dev/pylint · 57 tasks
pytest-dev/pytest · 119 tasks
scikit-learn/scikit-learn · 229 tasks
sphinx-doc/sphinx · 187 tasks
sympy/sympy · 386 tasks