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Scaling and Few-Shot Learning(Contemporary realistic technology illustration)

AccelerationFour-dimensional view6 years ago

2020-05-28

Scaling and Few-Shot Learning

GPT-3 handles many language tasks from a prompt and a few examples, and AlphaFold 2 shows deep learning's breakthrough potential in scientific research.

Art style · Contemporary realistic technology illustration

Origin of Life on EarthDinosaurs and MammalsAI Agents
Arrow keys step through pictures · Wheel to zoom · Drag or click to select time

Civilization metrics

Each sparkline shows the documented history of a metric on a logarithmic time axis. The dot marks the selected moment.

Kardashev index

0.726

Based on primary energy power · Type I = 1

World population

7.91Bpeople

1/1 of today

Total human primary energy power

1.8×10¹³W

1/1 of today

Compute per dollar

3.2×10¹⁰floating-point operations per second per dollar (FLOP/s per $, nominal dollars)

1/3 of today

Fastest delivery time for a message from London to New York

0.03 seconds

Comparable to today

Fastest speed reached by humans

39,897km/h

Comparable to today

Near this moment

The eight closest milestones. Select a title to jump there.

  1. 2019-10-23Computing

    Google's Sycamore processor outperforms classical supercomputers on a specific sampling task. Source

  2. 2019-10-31Computing

    China's three major carriers launch 5G plans, beginning commercial 5G service. Source

  3. 2020-05-22Intelligence

    Language models retrieve external documents before answering, so knowledge can come from an updatable library rather than only from what was memorized in training. Source

  4. 2020-05-28Intelligence

    A 175-billion-parameter model demonstrates few-shot learning. Source

  5. 2020-06-19Intelligence

    DDPM generates high-quality images by gradually removing noise, laying key groundwork for later diffusion-based image tools. Source

  6. 2020-07-31Computing

    The BeiDou satellite navigation system begins providing worldwide service. Source

  7. 2020-11-30Intelligence

    Predicts protein structures with near-experimental accuracy at CASP14. Source

  8. 2020-12-02Humanity

    The UK authorizes the Pfizer-BioNTech COVID-19 vaccine, the first mRNA vaccine approved for use. Source

Capabilities

Acquired97 / 121 items

Recently acquired

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Scenes across eras

Each era illustrated in its own style.

Every timeline entry cites its source. Metrics interpolate logarithmically between sourced data points. Forecasts include institutional and community views, and attributed site scenarios; years are not guaranteed realization dates. Illustrations are AI-generated in each era's style.