Medical Jargon Extraction on MIMIC medical jargon extraction IV
36.6Top-3 F1 ScoreMistral7B-FT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Mistral7B-FTPrompt=structured, Protocol=Few-Shot2025.02 | 36.6 | 0.677 | 37 | 0.692 | 38.8 | 0.715 | |
| GPT-4 TurboPrompt=structured, Protocol=Few-Shot2025.02 | 36.2 | 0.673 | 39.8 | 0.705 | 42.4 | 0.691 | |
| Mistral7BPrompt=structured, Protocol=Few-Shot2025.02 | 35.9 | 0.669 | 37.5 | 0.677 | 40.2 | 0.694 | |
| Llama3.1-8BPrompt=general, Protocol=Zero-Shot2025.02 | 35.8 | 0.585 | 37.6 | 0.588 | 41.3 | 0.611 | |
| Claude 3.0 HaikuPrompt=structured, Protocol=Few-Shot2025.02 | 35.7 | 0.668 | 36.4 | 0.715 | 34.9 | 0.693 | |
| Llama3.1-8B-MIMIC-FTPrompt=general, Protocol=Zero-Shot2025.02 | 35.5 | 0.605 | 36.9 | 0.596 | 40 | 0.614 | |
| GPT-3.5 TurboPrompt=structured, Protocol=Few-Shot2025.02 | 35.4 | 0.661 | 36.7 | 0.633 | 39.8 | 0.661 | |
| Claude 3.0 SonnetPrompt=structured, Protocol=Few-Shot2025.02 | 35.4 | 0.683 | 35.7 | 0.684 | 37.1 | 0.692 | |
| BioMistral7B-FTPrompt=structured, Protocol=Few-Shot2025.02 | 35.3 | 0.563 | 36 | 0.563 | 26.4 | 0.483 | |
| Mistral7B-MIMIC-FTPrompt=structured, Protocol=Few-Shot2025.02 | 35.1 | 0.681 | 36.7 | 0.674 | 38.9 | 0.676 | |
| GPT-3.5 TurboPrompt=general, Protocol=Few-Shot2025.02 | 34.3 | 0.649 | 35.9 | 0.655 | 37.8 | 0.669 | |
| Llama3.1-8B-FTPrompt=general, Protocol=Zero-Shot2025.02 | 34.3 | 0.605 | 37.3 | 0.593 | 40.4 | 0.621 | |
| Mistral7B-FTPrompt=general, Protocol=Zero-Shot2025.02 | 34.2 | 0.603 | 35 | 0.631 | 33.2 | 0.661 | |
| Claude 3.0 OpusPrompt=general, Protocol=Zero-Shot2025.02 | 34 | 0.707 | 36.5 | 0.698 | 39 | 0.713 | |
| Mistral7B-MIMIC-FTPrompt=general, Protocol=Few-Shot2025.02 | 34 | 0.746 | 35.8 | 0.731 | 38 | 0.713 | |
| Mistral7B-MIMIC-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 33.6 | 0.524 | 33.9 | 0.508 | 39 | 0.542 | |
| Llama3.1-8B-FTPrompt=structured, Protocol=Few-Shot2025.02 | 33.2 | 0.589 | 35.3 | 0.63 | 38.6 | 0.649 | |
| GPT-4o MiniPrompt=general, Protocol=Few-Shot2025.02 | 32.9 | 0.664 | 36.9 | 0.7 | 38.3 | 0.708 | |
| GPT-4o MiniPrompt=structured, Protocol=Few-Shot2025.02 | 32.8 | 0.666 | 36.3 | 0.668 | 38.1 | 0.684 | |
| Mistral7B-MIMIC-FTPrompt=general, Protocol=Zero-Shot2025.02 | 32.8 | 0.539 | 33.6 | 0.512 | 34 | 0.488 | |
| Llama3.1-8BPrompt=structured, Protocol=Few-Shot2025.02 | 32.5 | 0.589 | 29.7 | 0.437 | 35.4 | 0.594 | |
| GPT-4 TurboPrompt=general, Protocol=Few-Shot2025.02 | 32.4 | 0.6 | 36.8 | 0.626 | 43.3 | 0.621 | |
| GPT-4o MiniPrompt=general, Protocol=Zero-Shot2025.02 | 32 | 0.617 | 35.5 | 0.667 | 39.2 | 0.691 | |
| Claude 3.0 HaikuPrompt=general, Protocol=Few-Shot2025.02 | 32 | 0.672 | 35.8 | 0.69 | 38.7 | 0.683 | |
| Claude 3.0 OpusPrompt=structured, Protocol=Few-Shot2025.02 | 31.9 | 0.646 | 33.1 | 0.551 | 38.7 | 0.68 | |
| GPT-4 TurboPrompt=structured, Protocol=Zero-Shot2025.02 | 31.7 | 0.643 | 34.7 | 0.668 | 37 | 0.691 | |
| Claude 3.0 OpusPrompt=general, Protocol=Few-Shot2025.02 | 31.6 | 0.615 | 35.9 | 0.661 | 41.2 | 0.709 | |
| Llama3.1-8B-MIMIC-FTPrompt=structured, Protocol=Few-Shot2025.02 | 31.6 | 0.591 | 34.6 | 0.597 | 38.1 | 0.637 | |
| Llama3.1-8BPrompt=general, Protocol=Few-Shot2025.02 | 31.3 | 0.585 | 37 | 0.644 | 39.9 | 0.652 | |
| Llama3.1-8B-FTPrompt=general, Protocol=Few-Shot2025.02 | 31.2 | 0.589 | 36 | 0.62 | 40.3 | 0.624 | |
| Llama3.1-8B-MIMIC-FTPrompt=general, Protocol=Few-Shot2025.02 | 31.1 | 0.597 | 36.3 | 0.624 | 39.9 | 0.643 | |
| Claude 3.0 SonnetPrompt=general, Protocol=Few-Shot2025.02 | 30.8 | 0.596 | 34.5 | 0.598 | 39.9 | 0.639 | |
| GPT-4 TurboPrompt=general, Protocol=Zero-Shot2025.02 | 30.6 | 0.562 | 35.9 | 0.601 | 43.3 | 0.64 | |
| Claude 3.0 SonnetPrompt=structured, Protocol=Zero-Shot2025.02 | 30.4 | 0.666 | 31.7 | 0.673 | 32.3 | 0.668 | |
| GPT-4o MiniPrompt=structured, Protocol=Zero-Shot2025.02 | 30.3 | 0.62 | 32.9 | 0.617 | 33.5 | 0.61 | |
| GPT-3.5 TurboPrompt=structured, Protocol=Zero-Shot2025.02 | 30.3 | 0.575 | 32.9 | 0.573 | 34.3 | 0.572 | |
| Mistral7BPrompt=general, Protocol=Few-Shot2025.02 | 30.3 | 0.582 | 34.8 | 0.579 | 39.4 | 0.565 | |
| Llama3.1-8B-MIMIC-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 29.6 | 0.568 | 30.4 | 0.566 | 29.5 | 0.557 | |
| Mistral7BPrompt=general, Protocol=Zero-Shot2025.02 | 29.3 | 0.527 | 33.7 | 0.563 | 36.3 | 0.557 | |
| Mistral7B-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 29.1 | 0.557 | 31 | 0.57 | 32.1 | 0.544 | |
| Claude 3.0 SonnetPrompt=general, Protocol=Zero-Shot2025.02 | 28.9 | 0.554 | 32.8 | 0.556 | 35.5 | 0.557 | |
| Claude 3.0 OpusPrompt=structured, Protocol=Zero-Shot2025.02 | 28.9 | 0.617 | 34.4 | 0.643 | 38.7 | 0.664 | |
| Llama3.1-8B-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 28.9 | 0.558 | 30.1 | 0.571 | 29.4 | 0.575 | |
| Mistral7B-FTPrompt=general, Protocol=Few-Shot2025.02 | 28.7 | 0.418 | 32.5 | 0.536 | 35.5 | 0.603 | |
| BioMistral7B-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 28.7 | 0.436 | 36.1 | 0.542 | 30.6 | 0.594 | |
| Biomistral7B-MIMIC-FTPrompt=structured, Protocol=Zero-Shot2025.02 | 28.7 | 0.549 | 30.6 | 0.568 | 33.2 | 0.569 | |
| Claude 3.0 HaikuPrompt=general, Protocol=Zero-Shot2025.02 | 28.4 | 0.613 | 32 | 0.629 | 34.5 | 0.62 | |
| Biomistral7B-MIMIC-FTPrompt=structured, Protocol=Few-Shot2025.02 | 28.3 | 0.551 | 30.4 | 0.544 | 34.8 | 0.565 | |
| Llama3.1-8BPrompt=structured, Protocol=Zero-Shot2025.02 | 28.2 | 0.572 | 29.6 | 0.569 | 29.9 | 0.576 | |
| Biomistral7B-MIMIC-FTPrompt=general, Protocol=Zero-Shot2025.02 | 27.9 | 0.499 | 30.6 | 0.49 | 35.1 | 0.5 | |
| BioMistral7B-FTPrompt=general, Protocol=Few-Shot2025.02 | 27.3 | 0.46 | 28.6 | 0.462 | 31.1 | 0.468 | |
| BioMistral7BPrompt=structured, Protocol=Few-Shot2025.02 | 26.2 | 0.5 | 32.1 | 0.567 | 28.8 | 0.529 | |
| GPT-3.5 TurboPrompt=general, Protocol=Zero-Shot2025.02 | 26.1 | 0.478 | 30.8 | 0.582 | 32.4 | 0.602 | |
| Biomistral7B-MIMIC-FTPrompt=general, Protocol=Few-Shot2025.02 | 26 | 0.48 | 25.9 | 0.481 | 27.7 | 0.449 | |
| BioMistral7B-FTPrompt=general, Protocol=Zero-Shot2025.02 | 25.4 | 0.439 | 27.2 | 0.455 | 16.5 | 0.231 | |
| Mistral7BPrompt=structured, Protocol=Zero-Shot2025.02 | 25.2 | 0.572 | 26.8 | 0.552 | 27.6 | 0.539 | |
| Claude 3.0 HaikuPrompt=structured, Protocol=Zero-Shot2025.02 | 24.8 | 0.584 | 27.1 | 0.591 | 28.1 | 0.614 | |
| BioMistral7BPrompt=structured, Protocol=Zero-Shot2025.02 | 24.5 | 0.452 | 29.7 | 0.586 | 26.7 | 0.548 | |
| BioMistral7BPrompt=general, Protocol=Few-Shot2025.02 | 22.8 | 0.529 | 22.7 | 0.51 | 23.2 | 0.51 | |
| BioMistral7BPrompt=general, Protocol=Zero-Shot2025.02 | 16.5 | 0.25 | 21.2 | 0.433 | 23.2 | 0.423 |