Evaluation

ChatGPT for Information Extraction

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First page

The curator’s take

A deeper assessment of ChatGPT on information extraction tasks.

Key points

Extraction-task benchmark: Evaluates ChatGPT on named entity recognition, relation extraction, event extraction, and more.

Competitive but imperfect: Competitive with specialized IE models on many tasks but still falls short of fine-tuned SOTA on others.

Prompt sensitivity: Highlights significant prompt sensitivity in extraction outputs - practical challenges for deployment.

Practical assessment: A sober empirical reference informing whether to swap traditional IE pipelines for LLM-based alternatives.

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