SWE-bench Verified 0:200 GitNexus benchmark

200 instances were attempted in four 50-instance chunks. The fair comparison below uses 162 paired instances after excluding native infra/pre-agent/container failures and manual generation/run outlier pairs from both arms.

116/162 -> 116/162correct solutions
71.60% -> 71.60%solve rate
30.45% fewertokens with GitNexus
13.26% fewerAPI calls with GitNexus

Solve Rate

Baseline: 116/16271.60% solve rate
GitNexus: 116/16271.60% solve rate
Delta: +0 solved+0.00 percentage points

Total Tokens

Baseline: 155.55M155,545,015 tokens
GitNexus: 108.18M108,178,211 tokens
Delta: 30.45% fewer47.37M fewer tokens

For 150:200, token totals were recomputed from nested per-response usage records in the trajectory JSON files because aggregate model stats only recorded API calls.

API Calls

Baseline: 7,022API calls
GitNexus: 6,091API calls
Delta: 13.26% fewer931 fewer API calls

Chunk Breakdown

ChunkFair pairsBaseline solvedGitNexus solvedSolved deltaToken deltaAPI call delta
0:504725/4728/47+327.67% fewer17.20% fewer
50:1004535/4536/45+125.02% fewer9.18% fewer
100:1504434/4431/44-334.49% fewer12.29% fewer
150:2002622/2621/26-138.11% fewer15.25% fewer
Combined162116/162116/162+030.45% fewer13.26% fewer

Excluded from both arms: astropy__astropy-14508, django__django-11149, django__django-11239, django__django-11749, django__django-12406, django__django-13033, django__django-13279, django__django-13343, django__django-13401, django__django-13513, django__django-13590, django__django-13786, django__django-11734, django__django-13112, django__django-15098, django__django-15103, django__django-15104, django__django-15127, django__django-15128, django__django-15161, django__django-15252, django__django-15268, django__django-15277, django__django-15278, django__django-15280, django__django-15315, django__django-15368, django__django-15375, django__django-15380, django__django-15382, django__django-15467, django__django-15499, django__django-15503, django__django-15525, django__django-15554, django__django-15561, django__django-15563, django__django-15569. Manual generation/run outlier exclusions: django__django-11734, django__django-13112.