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ResearchFormerly WizWand

Named Entity Recognition on HumSet

87Exact PrecisionGPT 4o JSON
57.8865.447380.56Feb 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GPT 4o JSONModel Category=LLM-based, Output Format=JSON2026.0287828490868815141013514121310411101754441011143626
SpaCy TRF tunedModel Category=Fine-tuned, Model Architecture=SpaCy, Evaluation Protocol=TRF tuned2026.0283858493959444396552339812635578123932
RoBERTa tunedModel Category=Fine-tuned, Model Architecture=RoBERTa, Evaluation Protocol=Tuned2026.02764456905266504644732950424560189121761521211113524
GPT 4o (zero shot)Model Category=LLM-based, Evaluation Protocol=Zero-shot2026.02748077839087998352799917819172474581719195134
GPT 5 MDModel Category=LLM-based, Output Format=Markdown (MD)2026.02738378879992111211212121172273561823175033
SpaCy TRFModel Category=Pre-trained, Model Architecture=SpaCy, Evaluation Protocol=TRF2026.0268706992949366206594281271571659995142
GPT 4o MDModel Category=LLM-based, Output Format=Markdown (MD)2026.02668474759684333123334129273875482631305933
RoBERTa vanillaModel Category=Pre-trained, Model Architecture=RoBERTa, Evaluation Protocol=Vanilla2026.0262273790395467604956176458575979131553431310123525
SpaCy MDModel Category=Pre-trained, Model Architecture=SpaCy, Evaluation Protocol=MD2026.0259525587768128251162226262171813162079661414156147