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Player model

Player Vector 2D

Low-dimensional player embedding model with lineup composition and interaction effects.

Status implemented Short Name Vec2
Rating Style latent Where Shown player pages, players leaderboard

Model Card

Single 2D vector per player. Five-player lineup vectors are summed, passed through a tanh nonlinearity, then interacted against the opponent lineup vector to predict segment margin. The displayed player rating is that player's neutral-context projection onto the learned scoring head, with the vector coordinates stored in metadata.

Validation is computed for team models, APM, RAPM and the event models. This page shows output coverage and site placement for this model.

Selected League / Season

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Held-out player predictions

No current held-out results for this selection. Held-out player validation covers APM, RAPM and the event models.

Output Coverage

Rows in each model's current published run (or legacy rows where no run is selected).

League Season Rows
NCAAWD3 2025-2026 6049
NCAAWD2 2025-2026 4606
NCAAW 2025-2026 5453
NCAAMD3 2025-2026 6272
NCAAMD2 2025-2026 4650
NCAAM 2025-2026 2577
NCAAM 2021-2022 6079
NCAAM 2020-2021 5260
NCAAM 2019-2020 6209
NCAAM 2018-2019 6627
NCAAM 2012-2013 6270