Ekgren/swedish_skolprov

Swedish skolprov documentation

This repository contains data from six Swedish knowledge tests. The data is in the form of multiple-choice questions and answers. The data is stored in CSV files.

The following tests are in the data:

• högskoleprovet (Swedish Scholastic Aptitude Test)
• kunskapsprov läkare (medical doctor test)
• kunskapsprov tandläkare (dentist test)
• kunskapsprov audionom
• kunskapsprov apotekare
• matematik och fysikprovet (math and highschool test)

from datasets import load_dataset

ds = load_dataset("Ekgren/swedish_skolprov", "all")

Description of the data

field name	description
test_id	id or name of the test
section	name of section of the test
subsection	name of subsection of the test
question_id	numerical id for question related to test
question_resource	if it exists reading material related to question
question	question
option_a	answer alternative to question
option_b	answer alternative to question
option_c	answer alternative to question
option_d	answer alternative to question
option_e	answer alternative to question
system_prompt	system prompt for answering questions
prompt	pre-formatted prompt with background, question_resource, question and answer alternatives
answer	the correct answer to the question in the format of a,b,c,d,e or A,B,C,D,E
question_points	the points assigned to a question
uid	a unique id constructed from some combination of test_id, section, subsection and question_id

Small leaderboard

In the table below are the results on the tests for a small selection of models. The tests evaluate the ability to understand and answer questions in Swedish as well as specific knowledge with respect to subdomains.

rank	model_name	total	hp	matematik_och_fysikprovet	läkare	tandläkare	audionom	apotekare	open_weights
1.	openai/o3-mini	0.85	1.9	0.77	0.89	0.80	0.82	0.96	❌
2.	anthropic/claude-3.7-sonnet	0.84	2.0	0.62	0.88	0.87	0.85	1.00	❌
3.	openai/gpt-4o	0.82	2.0	0.51	0.89	0.87	0.89	0.98	❌
4.	google/gemini-2.0-flash-001	0.82	2.0	0.63	0.87	0.81	0.81	0.96	❌
5.	meta-llama/llama-3.1-405b-instruct	0.81	2.0	0.55	0.91	0.76	0.82	0.96	✅
6.	deepseek/deepseek-V3	0.80	2.0	0.60	0.83	0.71	0.89	0.94	✅
7.	x-ai/grok-2-1212	0.80	2.0	0.50	0.88	0.80	0.82	0.98	❌
8.	meta-llama/llama-3.3-70b-instruct	0.78	1.9	0.53	0.82	0.77	0.82	0.94	✅
9.	qwen/qwen-max	0.77	1.7	0.60	0.84	0.66	0.78	0.92	❌
10.	cohere/command-a	0.72	1.8	0.48	0.78	0.70	0.72	0.89	✅
11.	mistralai/mistral-small-3.1-24b-instruct	0.71	1.6	0.50	0.78	0.61	0.76	0.91	✅
12.	google/gemma-3-27b-it	0.67	1.8	0.50	0.64	0.69	0.72	0.70	✅
13.	allenai/olmo-2-0325-32b-instruct	0.57	1.3	0.36	0.63	0.50	0.53	0.77	✅
14.	meta-llama/llama-3.2-3b-instruct	0.36	0.7	0.19	0.46	0.41	0.31	0.38	✅

The tests

Högskoleprovet

• https://www.studera.nu/hogskoleprov/forbered/tidigare-hogskoleprov/

Matematik- och fysikprovet

• https://www.kth.se/mattefysik/matematik-och-fysikprovet/matematik-och-fysikprovet-1.1233988

Kunskapsprov läkare

• https://www.umu.se/utbildning/sok/kunskapsprov/kunskapsprov-for-lakare/
• https://www.umu.se/utbildning/sok/kunskapsprov/kunskapsprov-for-lakare/teoretiskt-delprov/

Kunskapsprov tandläkare

• https://ki.se/dentmed/utbildning/kunskapsprov-for-tandlakare-med-utbildning-fran-lander-utanfor-euees

Kunskapsprov farmaceuter

• https://www.uu.se/utbildning/anmalan-och-antagning/utlandsk-utbildning/arbeta-som-farmaceut-i-sverige/kunskapsprov
• https://www.uu.se/utbildning/anmalan-och-antagning/utlandsk-utbildning/arbeta-som-farmaceut-i-sverige/kunskapsprov/forberedelser-till-det-teoretiska-kunskapsprovet

Kunskapsprov audionomer

• https://www.gu.se/studera/hitta-utbildning/kunskapsprov-audionomer