INCLUDE

INCLUDE is a benchmark for performance in languages other than English. The official description says: "INCLUDE - multilingual benchmark for evaluating language coverage across diverse regions". Below we describe in simple words what benchmarks of this type generally examine.

INCLUDE measures performance in languages other than english. In detail, it checks:

• understanding and answering in many different languages
• translation quality between language pairs
• keeping math and reasoning quality when the question is not in English
• treating low-resource languages fairly instead of defaulting to English

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: INCLUDE - multilingual benchmark for evaluating language coverage across diverse regions.

What is the INCLUDE benchmark?

INCLUDE is a benchmark for performance in languages other than English. The official description says: 'INCLUDE - multilingual benchmark for evaluating language coverage across diverse regions'. Below we describe in simple words what benchmarks of this type generally examine.

What does INCLUDE test?

INCLUDE mainly measures performance in languages other than English. Concretely, it checks: understanding and answering in many different languages; translation quality between language pairs; keeping math and reasoning quality when the question is not in English.

How is the INCLUDE score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Where do I get INCLUDE data and scores?

The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/include/scores) or pull it directly from the Open LLM Radar API with any HTTP client.