MedicalBenchmark
AllenAI: Olmo 3.1 32B Think provider

Olmo 3.1 32B Think

219

#219 of 290 modelsMIR 2025

Net score

125.33 pts

Accuracy

69.5%

Correct / Incorrect

139 / 41

Total Cost

$0.41

Overall Performance

(vs. average)
Accuracy

69.5%

avg: 75.9%

Net score

125.33 pts

avg: 138.99 pts

Correct

139

avg: 152

Incorrect

41

avg: 38

Total Cost

$0.41

avg: $3.59

Average response time

54.7s

avg: 18.1s

Output Tokens

787K

avg: 443K

Reasoning Tokens

721K

avg: 320K

Average confidence

88.3%

avg: 94.7%

Subject Breakdown

Allergology
Correct
2
Incorrect
1
Unanswered
1
Accuracy
50.0%
Average
86.9%
Anesthesiology and Resuscitation
Correct
5
Incorrect
0
Unanswered
1
Accuracy
83.3%
Average
81.3%
Cardiology
Correct
12
Incorrect
6
Unanswered
4
Accuracy
54.5%
Average
77.4%
Dermatology
Correct
7
Incorrect
3
Unanswered
3
Accuracy
53.8%
Average
62.8%
Endocrinology and Nutrition
Correct
14
Incorrect
2
Unanswered
0
Accuracy
87.5%
Average
82.5%
ENT
Correct
4
Incorrect
2
Unanswered
2
Accuracy
50.0%
Average
73.8%
Epidemiology
Correct
5
Incorrect
2
Unanswered
0
Accuracy
71.4%
Average
67.1%
Gastroenterology
Correct
15
Incorrect
6
Unanswered
0
Accuracy
71.4%
Average
72.9%
Genetics
Correct
5
Incorrect
1
Unanswered
0
Accuracy
83.3%
Average
68.2%
Geriatrics
Correct
6
Incorrect
4
Unanswered
1
Accuracy
54.5%
Average
71.2%
Gynecology and Obstetrics
Correct
18
Incorrect
0
Unanswered
1
Accuracy
94.7%
Average
85.9%
Health Planning and Management
Correct
1
Incorrect
0
Unanswered
1
Accuracy
50.0%
Average
81.6%
Hematology
Correct
9
Incorrect
2
Unanswered
0
Accuracy
81.8%
Average
81.8%
Immunology
Correct
8
Incorrect
1
Unanswered
0
Accuracy
88.9%
Average
82.5%
Infectious Diseases
Correct
16
Incorrect
10
Unanswered
2
Accuracy
57.1%
Average
71.1%
Legal Medicine and Bioethics
Correct
3
Incorrect
1
Unanswered
1
Accuracy
60.0%
Average
67.2%
Medical Oncology
Correct
20
Incorrect
3
Unanswered
2
Accuracy
80.0%
Average
86.3%
Nephrology
Correct
11
Incorrect
4
Unanswered
0
Accuracy
73.3%
Average
78.2%
Neurology
Correct
16
Incorrect
3
Unanswered
1
Accuracy
80.0%
Average
76.2%
Ophthalmology
Correct
3
Incorrect
0
Unanswered
2
Accuracy
60.0%
Average
72.6%
Palliative Care
Correct
3
Incorrect
1
Unanswered
0
Accuracy
75.0%
Average
77.2%
Pediatrics
Correct
15
Incorrect
8
Unanswered
2
Accuracy
60.0%
Average
72.7%
Pharmacology
Correct
11
Incorrect
4
Unanswered
2
Accuracy
64.7%
Average
73.1%
Psychiatry
Correct
7
Incorrect
1
Unanswered
0
Accuracy
87.5%
Average
82.0%
Pulmonology
Correct
8
Incorrect
3
Unanswered
3
Accuracy
57.1%
Average
73.0%
Radiology-Emergency
Correct
7
Incorrect
5
Unanswered
2
Accuracy
50.0%
Average
67.9%
Rheumatology
Correct
11
Incorrect
3
Unanswered
0
Accuracy
78.6%
Average
74.6%
Statistics
Correct
3
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
74.9%
Traumatology
Correct
12
Incorrect
3
Unanswered
3
Accuracy
66.7%
Average
78.2%
Urology
Correct
4
Incorrect
1
Unanswered
2
Accuracy
57.1%
Average
79.5%

Question Type Breakdown

Anatomy
Correct
5
Incorrect
1
Unanswered
1
Accuracy
71.4%
Average
77.1%
Biostatistics
Correct
4
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
78.4%
Diagnosis
Correct
60
Incorrect
19
Unanswered
10
Accuracy
67.4%
Average
77.9%
Epidemiology
Correct
4
Incorrect
1
Unanswered
0
Accuracy
80.0%
Average
75.0%
Ethics
Correct
2
Incorrect
1
Unanswered
0
Accuracy
66.7%
Average
72.0%
Interpretation
Correct
25
Incorrect
9
Unanswered
8
Accuracy
59.5%
Average
69.3%
Legal
Correct
2
Incorrect
1
Unanswered
1
Accuracy
50.0%
Average
63.6%
Pathophysiology
Correct
19
Incorrect
6
Unanswered
2
Accuracy
70.4%
Average
72.6%
Pharmacology
Correct
10
Incorrect
1
Unanswered
2
Accuracy
76.9%
Average
82.4%
Prevention
Correct
10
Incorrect
2
Unanswered
0
Accuracy
83.3%
Average
74.5%
Prognosis
Correct
4
Incorrect
1
Unanswered
1
Accuracy
66.7%
Average
77.8%
Risk
Correct
4
Incorrect
1
Unanswered
0
Accuracy
80.0%
Average
84.3%
Tests
Correct
19
Incorrect
6
Unanswered
1
Accuracy
73.1%
Average
76.3%
Treatment
Correct
56
Incorrect
17
Unanswered
9
Accuracy
68.3%
Average
75.2%
#AnswerCorrectStatus
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