LMSpell: Spell Correction with Pre-Trained Language Models

Name: LMSpell: Spell Correction with Pre-Trained Language Models
Uploaded: 2026-10-11T09:28:32.930278+00:00
Duration: 300 s
Description: LMSpell is a toolkit enabling spell correction using various Pre-Trained Language Models (PLMs) like encoder-based, decoder-based, and encoder-decoder models. Empirical results show that LLMs can outperform other PLM types for low-resource languages when fine-tuned with large datasets. The system includes specific methods to handle model hallucinations during evaluation.

LMSpell is a toolkit enabling spell correction using various Pre-Trained Language Models (PLMs) like encoder-based, decoder-based, and encoder-decoder models. Empirical results show that LLMs can outperform other PLM types for low-resource languages when fine-tuned with large datasets. The system includes specific methods to handle model hallucinations during evaluation.

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