![]() ![]() Since further computing and algorithmic gains are expected in the next few years, this rapid progress is likely to continue. In fact, a key problem for AI developers is that their models keep beating benchmark databases devised to test them, but still somehow fail real world tests. This is why headlines routinely talk about AI language models matching or beating human performance on standardized tests. Thanks to revolutions in computing power, data availability, and better algorithms, AI models are faster, have bigger datasets to learn from, and are optimized for efficiency compared to even a decade ago. What’s Led to AI Outperforming Humans?īut what has led to such speedy growth in AI’s abilities in the last few years? This is why AI models technically haven’t matched human performance in some areas (grade school math and code generation) yet-though they are well on their way. In response to benchmarks being rendered obsolete, some of the newer databases are constantly being updated with new and relevant data points. In fact many of these databases-like SQuAD, GLUE, and HellaSwag-didn’t exist before 2015. Each point on a line signifies a best result and as the line trends upwards, AI models get closer and closer to matching human performance.īelow is a table of when AI started matching human performance across all eight skills: SkillĪ key observation from the chart is how much progress has been made since 2010. This mark is equal to human performance on the dataset.īy creating a scale between these two points, the progress of AI models on each dataset could be tracked. This is equal to the best-known performance by AI at the time of dataset creation. Using data from Contextual AI, we visualize how quickly AI models have started to beat database benchmarks, as well as whether or not they’ve yet reached human levels of skill.Įach database is devised around a certain skill, like handwriting recognition, language understanding, or reading comprehension, while each percentage score contrasts with the following benchmarks: In fact, in the chart above it’s clear that AI has surpassed human performance in quite a few areas, and looks set to overtake humans elsewhere. ![]() With ChatGPT’s explosive rise, AI has been making its presence felt for the masses, especially in traditional bastions of human capabilities-reading comprehension, speech recognition and image identification. ![]() Humans: Which Performs Certain Skills Better? The original staple side-scroller has sold 58 million copies worldwide.ĪI vs. (#7), apt considering it is credited with reviving the video game industry after it crashed in 1983. The oldest game to make the list is Super Mario Bros. That puts it well ahead of the better-known shooter Call of Duty, even despite PUBG being banned in a number of countries for the alleged impact on the mental health of gamers. PUBG: Battlegrounds, a battle-royale shooter game which helped popularize the genre (and eventually its competitor Fortnite) asserts its popularity at #5. Millennials continue to make up a large chunk of the video game playing demographic which might explain Tetris’ sales.īut newer games are making up the majority of sales records. Its immense popularity has been credited to its simple gameplay (no goals), creative structure (build anything), and engaged community with player-run servers and additional feature creations (known as mods).Īnother simple favorite, Tetris, comes in at third place with 100 million units sold of its 2006 re-release. Minecraft sold more units than the combined forces of Grand Theft Auto 5 (#2) and Red Dead Redemption 2 (#8), both made by industry giant Rockstar. ![]()
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