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Wikipedia Searches Reveal Differing Styles of Curiosity

Mapping explorers of Wikipedia rabbit holes revealed three different styles of human inquisitiveness: the “busybody,” the “hunter” and the “dancer”

The team tracked more than 482,000 people using Wikipedia’s mobile app in 50 countries or territories and 14 languages. The researchers charted these users’ paths using “knowledge networks” of connected information, which depict how closely one search topic (a node in the network) is related to another.
Fragility of Chess positions: measure, universality and tipping points

Abstract:

We introduce a novel metric to quantify the fragility of chess positions using the interaction graph of pieces. This fragility score F captures the tension within a position and serves as a strong indicator of tipping points in a game. In well-known games, maximum fragility often aligns with decisive moments marked by brilliant moves. Analyzing a large dataset of games, we find that fragility typically peaks around move 15, with pawns (≈60%) and knights (≈20%) frequently involved in high-tension positions. Comparing the Stockfish evaluation with the fragility score, we observe that the maximum fragility ply often serves as a critical turning point, where the moves made afterward can determine the outcome of the game. Remarkably, average fragility curves show a universal pattern across a wide range of players, games, and openings, with a subtle deviation observed in games played by the engine Stockfish. Our analysis reveals a gradual buildup of fragility starting around 8 moves before the peak, followed by a prolonged fragile state lasting up to 15 moves. This suggests a gradual intensification of positional tension leading to decisive moments in the game. These insights offer a valuable tool for both players and engines to assess critical moments in chess.

https://arxiv.org/pdf/2410.02333
2025/02/01 06:35:55
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