Bench100: Top 100 Benchmarks & Evaluation achievements

Background

From drug evaluation to AI assessment, and from business and finance benchmarking to social program evaluation, the significance of evaluation and benchmarks cannot be overstated, particularly in safety-critical, mission-critical, or business-critical contexts. The Bench100 initiative aims to recognize the most notable accomplishments in the domains of evaluation and benchmarks across diverse disciplines, including medicine, economics, social science, computer science, and psychology. With contributions from 462 distinguished individuals, including six Nobel Prize and five Turing Prize laureates, Bench100 not only acknowledges exceptional evaluation and benchmarking efforts but also serves as a guiding compass, navigating the intricate landscape of technological evaluations and progress.

In the annual ranking selection, the evaluation of large language models garnered widespread attention, particularly the intense comparison and competition between Chinese and English datasets. In the field of education, influenced by the COVID-19 pandemic, the assessment of online learning effectiveness has become increasingly important. In the medical field, digital healthcare, as an emerging force, has risen rapidly, with the widespread application of machine learning technology in clinical assessments highlighting its significance.

Evaluation Standards

We have highlighted noteworthy evaluation and benchmark achievements spanning from 2022 to 2023, those already making a substantial impact or poised to do so in the near future. Our selection criteria are as follows:

• Original or pioneering contributions in the fields of evaluation and benchmarking；
• Evaluation and benchmark achievements that have garnered increasing recognition, such as receiving high citations on Google Scholar；
• Evaluations and benchmarks that significantly contribute to the advancement of related software and hardware.

By adhering to these evaluation criteria, we aim to showcase the most influential and impactful evaluation and benchmark works, providing guidance and inspiration for advancements in various disciplines.

Bench100: Top 100 Benchmarks & Evaluation achievements （2022-2023）

Overview of Top Bench achievements

（Please note that the tree diagram can be zoomed in, zoomed out, and moved. You can click on the circles at the branches to expand or collapse the content of the diagram.）

When considering the main contributors, we will only include the following in the list:

• the first author and second author (including the authors with equal contribution)
• the corresponding author (the last author if there is no corresponding author)

If you have any comments or suggestions regarding the list, please feel free to email us at benchcouncil.evaluation@gmail.com.

Top Bench Contributors

Top Bench Institutions

Top Bench Countries

Ranking	Country
1	Argentina
2	Australia
3	Canada
4	China
5	Denmark
6	Ecuador
7	France
8	Germany
9	India
10	Israel
11	Italy
12	Jordan
13	Korea
14	Malaysia
15	Netherlands
16	Peru
17	República Dominicana
18	Romania
19	Saudi Arabia
20	Serbia
21	Singapore
22	Spain
23	Turkey
24	UAE
25	UK
26	USA
27	Viet Nam