Research · paper

Adaptive Prompting for Continual Relation Extraction

A paper-review template for tracking method, datasets, results, limitations, and personal takeaways.

nlpcontinual-learningrelation-extractionprompt-learningcontinual-learning

Problem

Continual relation extraction asks a model to learn new relation types without forgetting previous ones.

Research question

Can adaptive prompts preserve task-specific knowledge while allowing the model to absorb new relation classes?

Method

Track the prompt design, replay strategy, classifier changes, and evaluation protocol.

Limitations

Check whether gains come from the prompting method itself, additional memory, larger backbones, or dataset-specific behavior.