The ChessAIThon project (2025-1-ES01-KA220-VET-000354329) is co-funded by the European Union. The views and opinions expressed in this publication are those of the author(s) only and do not necessarily reflect those of the European Union or the Spanish Service for the Internationalisation of Education (SEPIE). Neither the European Union nor the National Agency SEPIE can be held responsible for them.
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Pedagogical Strategy (Interpretation of Accuracy)
It is fundamental for students to learn to interpret metrics like accuracy . An accuracy that appears low (eg, 28% or 31% in initial tests of models like Chess (Marro) does not mean a total failure in chess. This is because positions often have multiple good moves , not just a single "correct" answer. If the AI predicts a good move, even if it is not the best according to Stockfish, it remains a high-quality and very valuable move, especially when integrated with MCTS.