Table 3 Ablation experiment test results.

From: Intelligent extraction of reservoir dispatching information integrating large language model and structured prompts

Type

Entity

Relationship

P

R

F1

P

R

F1

Remove "persona"

0.759

0.733

0.746

0.732

0.726

0.729

Remove "audience"

0.763

0.746

0.756

0.762

0.752

0.749

Remove "terminology"

0.656

0.645

0.651

0.612

0.621

0.615

Remove "instruction"

0.632

0.643

0.646

0.628

0.616

0.634

Remove " bullet points, labels, and structured forms "

0.755

0.741

0.747

0.744

0.732

0.736

AI agent

0.812

0.789

0.797

0.815

0.798

0.802