MedicalBenchmark
AllenAI: Olmo 3.1 32B Instruct provider

Olmo 3.1 32B Instruct

251

#251 of 290 modelsMIR 2026

Net score

103.00 pts

Accuracy

62.5%

Correct / Incorrect

125 / 66

Total Cost

$0.11

Overall Performance

(vs. average)
Accuracy

62.5%

avg: 81.6%

Net score

103.00 pts

avg: 154.00 pts

Correct

125

avg: 163

Incorrect

66

avg: 28

Total Cost

$0.11

avg: $3.33

Average response time

12.0s

avg: 16.2s

Output Tokens

142K

avg: 430K

Reasoning Tokens

0

avg: 310K

Average confidence

94.4%

avg: 95.1%

Subject Breakdown

Allergology
Correct
1
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
96.9%
Anesthesiology and Resuscitation
Correct
2
Incorrect
4
Unanswered
1
Accuracy
28.6%
Average
69.6%
Cardiology
Correct
13
Incorrect
11
Unanswered
1
Accuracy
52.0%
Average
77.3%
Dermatology
Correct
7
Incorrect
4
Unanswered
0
Accuracy
63.6%
Average
72.3%
Endocrinology and Nutrition
Correct
9
Incorrect
6
Unanswered
0
Accuracy
60.0%
Average
84.0%
ENT
Correct
6
Incorrect
0
Unanswered
2
Accuracy
75.0%
Average
84.7%
Epidemiology
Correct
2
Incorrect
5
Unanswered
0
Accuracy
28.6%
Average
80.2%
Gastroenterology
Correct
21
Incorrect
8
Unanswered
1
Accuracy
70.0%
Average
79.3%
Genetics
Correct
8
Incorrect
2
Unanswered
1
Accuracy
72.7%
Average
78.7%
Geriatrics
Correct
8
Incorrect
5
Unanswered
0
Accuracy
61.5%
Average
83.0%
Gynecology and Obstetrics
Correct
7
Incorrect
4
Unanswered
1
Accuracy
58.3%
Average
84.3%
Health Planning and Management
Correct
8
Incorrect
2
Unanswered
0
Accuracy
80.0%
Average
78.4%
Hematology
Correct
4
Incorrect
5
Unanswered
0
Accuracy
44.4%
Average
76.6%
Immunology
Correct
6
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
91.4%
Infectious Diseases
Correct
8
Incorrect
6
Unanswered
0
Accuracy
57.1%
Average
77.9%
Legal Medicine and Bioethics
Correct
9
Incorrect
2
Unanswered
0
Accuracy
81.8%
Average
82.9%
Medical Oncology
Correct
11
Incorrect
10
Unanswered
2
Accuracy
47.8%
Average
83.0%
Nephrology
Correct
5
Incorrect
5
Unanswered
0
Accuracy
50.0%
Average
85.1%
Neurology
Correct
8
Incorrect
4
Unanswered
1
Accuracy
61.5%
Average
88.6%
Ophthalmology
Correct
3
Incorrect
2
Unanswered
0
Accuracy
60.0%
Average
83.7%
Palliative Care
Correct
5
Incorrect
1
Unanswered
0
Accuracy
83.3%
Average
80.2%
Pediatrics
Correct
14
Incorrect
8
Unanswered
0
Accuracy
63.6%
Average
87.6%
Pharmacology
Correct
8
Incorrect
3
Unanswered
0
Accuracy
72.7%
Average
78.6%
Psychiatry
Correct
6
Incorrect
2
Unanswered
0
Accuracy
75.0%
Average
87.9%
Pulmonology
Correct
13
Incorrect
3
Unanswered
0
Accuracy
81.3%
Average
82.8%
Radiology-Emergency
Correct
4
Incorrect
7
Unanswered
2
Accuracy
30.8%
Average
67.7%
Rheumatology
Correct
8
Incorrect
3
Unanswered
0
Accuracy
72.7%
Average
88.4%
Statistics
Correct
0
Incorrect
2
Unanswered
0
Accuracy
0.0%
Average
83.8%
Traumatology
Correct
3
Incorrect
6
Unanswered
2
Accuracy
27.3%
Average
65.2%
Urology
Correct
5
Incorrect
3
Unanswered
0
Accuracy
62.5%
Average
82.5%

Question Type Breakdown

Anatomy
Correct
1
Incorrect
2
Unanswered
0
Accuracy
33.3%
Average
82.6%
Biostatistics
Correct
0
Incorrect
2
Unanswered
0
Accuracy
0.0%
Average
83.8%
Diagnosis
Correct
47
Incorrect
30
Unanswered
4
Accuracy
58.0%
Average
82.2%
Epidemiology
Correct
5
Incorrect
4
Unanswered
0
Accuracy
55.6%
Average
88.7%
Ethics
Correct
6
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
92.0%
Interpretation
Correct
16
Incorrect
16
Unanswered
5
Accuracy
43.2%
Average
72.0%
Legal
Correct
8
Incorrect
1
Unanswered
0
Accuracy
88.9%
Average
82.4%
Pathophysiology
Correct
18
Incorrect
7
Unanswered
1
Accuracy
69.2%
Average
84.3%
Pharmacology
Correct
11
Incorrect
4
Unanswered
0
Accuracy
73.3%
Average
82.3%
Prevention
Correct
10
Incorrect
6
Unanswered
0
Accuracy
62.5%
Average
80.6%
Prognosis
Correct
5
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
93.2%
Risk
Correct
10
Incorrect
5
Unanswered
0
Accuracy
66.7%
Average
84.3%
Tests
Correct
22
Incorrect
9
Unanswered
2
Accuracy
66.7%
Average
80.3%
Treatment
Correct
44
Incorrect
25
Unanswered
3
Accuracy
61.1%
Average
80.1%
#AnswerCorrectStatus
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