Temporal Fact Extraction on ComplexTRED (test)
48.99PrecisionTSDRE w Flan-T5
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TSDRE w Flan-T5Foundation model type=LLM, Base model=Flan-T5, Enhancement=TSD (Timeline-based Sentence Decomposition)2024.05 | 48.99 | 37.61 | 42.55 | |
| Flan-T5 + ExplanationModel size=Large, Enhancement=ChatGPT3.5-generated explanation2024.05 | 47.69 | 34.07 | 39.75 | |
| Flan-T5Model size=Large2024.05 | 47.64 | 34.86 | 40.26 | |
| CubeRE2024.05 | 41.69 | 27.92 | 33.44 | |
| Llama2 w LoRA + TSDFoundation model type=LLM, Fine-tuned=True, Adapter=LoRA, Enhancement=TSD (Timeline-based Sentence Decomposition)2024.05 | 40.64 | 27.18 | 32.58 | |
| Llama2 w LoRAFine-tuned=True, Adapter=LoRA2024.05 | 35.72 | 17.74 | 23.71 | |
| ChatGPT3.5Foundation model type=LLM, Learning mode=In-context Learning2024.05 | 19.01 | 23.57 | 21.05 |