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7 cards on 3 tables, each drawn live from the table. Tables built 1 November 2026.

How much of the work says it used AI

Mathematics preprints that acknowledge AI, by month

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Source and method

Source: Epoch AI, AI acknowledgment trends in mathematics preprints (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Whose figures: Epoch AI (CC BY 4.0), AI acknowledgment trends in mathematics; figures are Epoch's, named as theirs.

Unit: share, 0 to 1

The rows

Read from the same data file as the chart when this is opened.

38.1%of mathematics preprints acknowledge using AI (Epoch AI’s count)September 2026

Source: Epoch AI, AI acknowledgment trends in mathematics preprints (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Ten subfields of mathematics in September 2026

Source and method

Source: Epoch AI, AI acknowledgment trends in mathematics preprints (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Whose figures: Epoch AI (CC BY 4.0), AI acknowledgment trends in mathematics; figures are Epoch's, named as theirs.

Unit: share, 0 to 1

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The rows

Read from the same data file as the chart when this is opened.

How capable the models are

Capability on Epoch AI's index

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Source and method

Source: Epoch AI, Epoch Capabilities Index (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Whose figures: Epoch AI (CC BY 4.0), Epoch Capabilities Index; figures are Epoch's, named as theirs.

Unit: ECI score

The rows

Read from the same data file as the chart when this is opened.

Open against closed weights

Source and method

Source: Epoch AI, Epoch Capabilities Index (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Whose figures: Epoch AI (CC BY 4.0), Epoch Capabilities Index; figures are Epoch's, named as theirs.

Unit: ECI score

The rows

Read from the same data file as the chart when this is opened.

The board: capability by model, 2026

Source and method

Source: Epoch AI, Epoch Capabilities Index (https://epoch.ai/data/). Adapted by Token Runner: filtered and added up for this chart. The table, its licence and its date

Whose figures: Epoch AI (CC BY 4.0), Epoch Capabilities Index; figures are Epoch's, named as theirs.

Unit: ECI score

The rows

Read from the same data file as the chart when this is opened.

Arena score by developer, as Stanford HAI's AI Index publishes it

Data: Stanford HAI, AI Index 2026, figure 2.1.4. Values as published. Licensed CC BY-ND 4.0. The table and its date

Source and method

Whose figures: Stanford HAI, the AI Index public data. CC BY-ND 4.0, values copied exactly

Unit: Elo-like points

The rows

Read from the same data file as the chart when this is opened.

The data behind it: the 3 tables this dashboard reads, their sources and their dates

AI acknowledged in mathematics preprints

The share of mathematics preprints acknowledging AI, by month, for 19 fields over 45 months, 2023-01 to 2026-09 (855 rows). In 2026-09 for all mathematics: 3012 of 7899 preprints. No period in this series is marked partial; it runs to 2026-09 (the file marks 2026-10 partial, on other metrics only).

Source: Epoch AI, AI acknowledgment trends in mathematics preprints (https://epoch.ai/data/). Licence and standing: Epoch AI (CC BY 4.0), AI acknowledgment trends in mathematics; figures are Epoch's, named as theirs. The licence: Creative Commons Attribution 4.0

One row is one row per field and month; 855 rows; unit: share, 0 to 1. Built from: epoch/math-acknowledgment-trends-monthly, collected 19 October 2026. Token Runner adapted this material: it was filtered, joined and added up; the source does not endorse Token Runner or this use.

Model capability (Epoch Capabilities Index)

Epoch's capability index for 277 models, 2023-02-24 to 2026-10-07 (Open weights 127, Closed weights 126, Other 24). 111 carry a training compute figure by exact name; 17 have no organisation and 2 no interval in the file, left blank.

Source: Epoch AI, Epoch Capabilities Index (https://epoch.ai/data/). Licence and standing: Epoch AI (CC BY 4.0), Epoch Capabilities Index; figures are Epoch's, named as theirs. The licence: Creative Commons Attribution 4.0

One row is one row per model; 277 rows; unit: ECI score. Built from: epoch/eci-scores, collected 19 October 2026; epoch/model-metadata, collected 19 October 2026. Token Runner adapted this material: it was filtered, joined and added up; the source does not endorse Token Runner or this use.

Arena scores by developer

Arena (Elo-like) scores for 8 developers, 2023-05-01 to 2026-03-01, 237 rows copied as published; 0 blank. Licence CC BY-ND 4.0: no value is changed and nothing is calculated.

Source: Stanford HAI, AI Index 2026, fig 2.1.4. Licence and standing: Stanford HAI, the AI Index public data. CC BY-ND 4.0, values copied exactly The licence: Creative Commons Attribution-NoDerivatives 4.0

One row is one row per developer and month; 237 rows; unit: Elo-like points. Built from: stanford-hai/arena-scores-by-developer, collected 9 October 2026. Token Runner shows these values as published: none is changed and nothing is calculated from them; the source does not endorse Token Runner or this use.

Interlinked pieces that use these tables

Society
Science

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