No Picture
AI Timeline Surveys

Automation of music production

Most machine learning researchers expect machines will be able to create top quality music by 2036. Details Evidence from survey data In the 2016 ESPAI, participants were asked two relevant questions: [Top forty] Compose a

No Picture
AI Timeline Surveys

2016 ESPAI questions printout

This page is a printout of the survey questions provided by the Qualtrics website as a word document, and then copied here, for searchability. It contains formatting differences with the survey as received by participants, and probably

No Picture
AI Timeline Surveys

Media discussion of 2016 ESPAI

The 2016 Expert Survey on Progress in AI was discussed in at least 20 media outlets, popular blogs, and industry-specific sites that we know of. Most of them were summaries of the survey findings. Commonly

No Picture
AI Timelines

Guide to pages on AI timeline predictions

This page is an informal outline of the other pages on this site about AI timeline predictions made by others. Headings link to higher level pages, intended to summarize the evidence from pages below them. This list was complete on 7 April 2017 (here is

AI Timeline Surveys

2016 Expert Survey on Progress in AI

The 2016 Expert Survey on Progress in AI is a survey of machine learning researchers that AI Impacts ran in collaboration with others in 2016. Details Some results are reported in When Will AI Exceed Human Performance? Evidence

No Picture
AI Timeline Surveys

Concrete AI tasks for forecasting

This page contains a list of relatively well specified AI tasks designed for forecasting. Currently all entries were used in the 2016 Expert Survey on Progress in AI. List Translate a text written in a newly discovered language

No Picture
AI Timelines

Predictions of Human-Level AI Timelines

We know of around 1,300 public predictions of when human-level AI will arrive, of varying levels of quality. These include predictions from individual statements and larger surveys. Median predictions tend to be between 2030 and 2055

No Picture
Accuracy of AI Predictions

Accuracy of AI Predictions

It is unclear how informative we should expect expert predictions about AI timelines to be. Individual predictions are undoubtedly often off by many decades, since they disagree with each other. However their aggregate may still be quite informative. The main potential reason we

No Picture
Accuracy of AI Predictions

Publication biases toward shorter predictions

We expect predictions that human-level AI will come sooner to be recorded publicly more often, for a few reasons. Public statements are probably more optimistic than surveys because of such effects. The difference appears to be less than