Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels

no code implementations • 14 Dec 2023 • Lysimachos Maltoudoglou, Andreas Paisios, Ladislav Lenc, Jiří Martínek, Pavel Král, Harris Papadopoulos

We present experimental results using the original and the proposed efficient LP-ICP on two English and one Czech language data-sets.

Conformal Prediction Multi Label Text Classification +3

Re-ranking for Writer Identification and Writer Retrieval

no code implementations • 14 Jul 2020 • Simon Jordan, Mathias Seuret, Pavel Král, Ladislav Lenc, Jiří Martínek, Barbara Wiermann, Tobias Schwinger, Andreas Maier, Vincent Christlein

We show that a re-ranking step based on k-reciprocal nearest neighbor relationships is advantageous for writer identification, even if only a few samples per writer are available.

Re-Ranking Retrieval

Cross-lingual Approaches for Task-specific Dialogue Act Recognition

no code implementations • 19 May 2020 • Jiří Martínek, Christophe Cerisara, Pavel Král, Ladislav Lenc

In this paper we exploit cross-lingual models to enable dialogue act recognition for specific tasks with a small number of annotations.

Cross-Lingual Transfer Transfer Learning

Multi-lingual Dialogue Act Recognition with Deep Learning Methods

no code implementations • 11 Apr 2019 • Jiří Martínek, Pavel Král, Ladislav Lenc, Christophe Cerisara

Two multi-lingual models are proposed for this task.