We identify the problem of poly‐lingual text categorization (PLTC). We propose a feature‐reinforcement‐based PLTC (FR‐PLTC) technique. Our FR‐PLTC technique considers the training documents of all languages. Our FR‐PLTC technique outperforms the benchmark technique.