Benchmarks

Mirantis TokenFactory · SWE-bench

glm-5.3-uncensored-fp8

34.09% Final

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

34.09%32.18%–36.05%
Full · solved inside our limits
ModelSolvedCut off by limitsContext capTime limit
glm-5.3-uncensored-fp834.09%45.95% (1,054 / 2,294) · limit-constrained45.64%0.31%

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
Resolved782
Unresolved1,512
Ungraded0
Missing0
Empty patches (grade reason)1,070
Adjudicated outer timeouts0
Reviewed test timeouts0
Outage rerunsUnavailable: no active-attempt rerun manifest in the supplied inputs

By repository

Full tasks by repository
RepositoryResolved / gradedResolvedCut off by limitsCoverage
astropy/astropy27 / 9528.42%53.68% (51 / 95) · limit-constrained100.00%
django/django354 / 85041.65%39.88% (339 / 850) · limit-constrained100.00%
matplotlib/matplotlib71 / 18438.59%44.02% (81 / 184) · limit-constrained100.00%
mwaskom/seaborn8 / 2236.36%40.91% (9 / 22) · limit-constrained100.00%
pallets/flask6 / 1154.55%18.18% (2 / 11)100.00%
psf/requests9 / 4420.45%29.55% (13 / 44) · limit-constrained100.00%
pydata/xarray37 / 11033.64%50.91% (56 / 110) · limit-constrained100.00%
pylint-dev/pylint9 / 5715.79%64.91% (37 / 57) · limit-constrained100.00%
pytest-dev/pytest46 / 11938.66%37.82% (45 / 119) · limit-constrained100.00%
scikit-learn/scikit-learn79 / 22934.50%37.55% (86 / 229) · limit-constrained100.00%
sphinx-doc/sphinx47 / 18725.13%59.89% (112 / 187) · limit-constrained100.00%
sympy/sympy89 / 38623.06%57.77% (223 / 386) · limit-constrained100.00%

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.

1,318 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 31 · 2,294 observed

4 to 26.3: 830 attempts26.3 to 48.6: 1,033 attempts48.6 to 70.9: 345 attempts70.9 to 93.2: 76 attempts93.2 to 115.5: 8 attempts115.5 to 137.8: 0 attempts137.8 to 160.1: 0 attempts160.1 to 182.4: 1 attempts182.4 to 204.7: 0 attempts204.7 to 227: 1 attempts4227
Read bin counts

4–26.3: 830; 26.3–48.6: 1,033; 48.6–70.9: 345; 70.9–93.2: 76; 93.2–115.5: 8; 115.5–137.8: 0; 137.8–160.1: 0; 160.1–182.4: 1; 182.4–204.7: 0; 204.7–227: 1

Prompt tokens

Median 714,233.5 · 2,294 observed

7,848 to 768,829.3: 1,217 attempts768,829.3 to 1,529,810.6: 625 attempts1,529,810.6 to 2,290,791.9: 282 attempts2,290,791.9 to 3,051,773.2: 119 attempts3,051,773.2 to 3,812,754.5: 40 attempts3,812,754.5 to 4,573,735.8: 7 attempts4,573,735.8 to 5,334,717.1: 1 attempts5,334,717.1 to 6,095,698.4: 2 attempts6,095,698.4 to 6,856,679.7: 0 attempts6,856,679.7 to 7,617,661: 1 attempts7,8487,617,661
Read bin counts

7,848–768,829.3: 1,217; 768,829.3–1,529,810.6: 625; 1,529,810.6–2,290,791.9: 282; 2,290,791.9–3,051,773.2: 119; 3,051,773.2–3,812,754.5: 40; 3,812,754.5–4,573,735.8: 7; 4,573,735.8–5,334,717.1: 1; 5,334,717.1–6,095,698.4: 2; 6,095,698.4–6,856,679.7: 0; 6,856,679.7–7,617,661: 1

Completion tokens

Median 44,181.5 · 2,294 observed

544 to 8,599: 438 attempts8,599 to 16,654: 193 attempts16,654 to 24,709: 150 attempts24,709 to 32,764: 154 attempts32,764 to 40,819: 138 attempts40,819 to 48,874: 292 attempts48,874 to 56,929: 627 attempts56,929 to 64,984: 228 attempts64,984 to 73,039: 55 attempts73,039 to 81,094: 19 attempts54481,094
Read bin counts

544–8,599: 438; 8,599–16,654: 193; 16,654–24,709: 150; 24,709–32,764: 154; 32,764–40,819: 138; 40,819–48,874: 292; 48,874–56,929: 627; 56,929–64,984: 228; 64,984–73,039: 55; 73,039–81,094: 19

Total tokens

Median 759,427.5 · 2,294 observed

8,401 to 774,029.1: 1,164 attempts774,029.1 to 1,539,657.2: 669 attempts1,539,657.2 to 2,305,285.3: 283 attempts2,305,285.3 to 3,070,913.4: 127 attempts3,070,913.4 to 3,836,541.5: 39 attempts3,836,541.5 to 4,602,169.6: 7 attempts4,602,169.6 to 5,367,797.7: 2 attempts5,367,797.7 to 6,133,425.8: 2 attempts6,133,425.8 to 6,899,053.9: 0 attempts6,899,053.9 to 7,664,682: 1 attempts8,4017,664,682
Read bin counts

8,401–774,029.1: 1,164; 774,029.1–1,539,657.2: 669; 1,539,657.2–2,305,285.3: 283; 2,305,285.3–3,070,913.4: 127; 3,070,913.4–3,836,541.5: 39; 3,836,541.5–4,602,169.6: 7; 4,602,169.6–5,367,797.7: 2; 5,367,797.7–6,133,425.8: 2; 6,133,425.8–6,899,053.9: 0; 6,899,053.9–7,664,682: 1

Notable events

The experiment context reports a backend outage followed by fresh reruns. Active-attempt exports do not identify the affected rerun population, so its count is unavailable. Superseded attempts are excluded.

Recorded generation exits
Exit statusCount
CompletionBudgetExceeded2
ContextBudgetExceeded1,047
RepeatedFormatError14
Submitted1,224
TimeExceeded7

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