BioGPT-BQF-Title-Large
Fine-tuned BioGPT for Biomedical Boolean Query Formalization using Titles only.
Model Details
- Base Model: BioGPT
- Fine-tuned on: Semi-synthetic generated data
- Task: Boolean Query Generation for PubMed searches
How to Use
from transformers import BioGptForCausalLM, BioGptTokenizer
model = BioGptForCausalLM.from_pretrained("AI4BSLR/BioGPT-BQF-Title-Large")
tokenizer = BioGptTokenizer.from_pretrained("AI4BSLR/BioGPT-BQF-Title-Large")
input_text = "Title: Heterogeneity in Lung Cancer, Query: "
inputs = tokenizer(input_text, return_tensors="pt")
outputs = model.generate(**inputs)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
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Evaluation results
- Precision @100 on CLEF TARself-reported0.145
- Recall @1000 on CLEF TARself-reported0.215