Published · Springer CCIS 3025

CenterDistill

Weakly supervised knowledge distillation for ambiguity-aware cross-lingual question answering.

Multilingual questionsWeak supervisionKnowledge distillationAmbiguity-aware answers

Research problem

Cross-lingual question answering becomes difficult when labeled data are limited and the meaning of a question or candidate answer is uncertain.

Main contributions

Weak supervision, teacher–student learning, and ambiguity-aware evaluation for cross-lingual QA.

Publication

Chakraborty, S., Naskar, S., Paul, S., Jana, A., Chakraborty, N. and Gayen, A. (2026) ‘CenterDistill: Weakly-supervised distillation for ambiguity-aware cross-lingual QA’, in Iliadis, L. et al. (eds.) Engineering Applications of Neural Networks. Communications in Computer and Information Science, vol. 3025. Springer Nature Switzerland, pp. 1–15. doi: 10.1007/978-3-032-31141-2_11.

Related research

CenterDistill publication · LLMPR · PacePal