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ResearchFormerly WizWand

Semantic Entity Recognition on CORD (test)

98.83F1 ScoreBLOCKIE
61.670871.317980.96590.6121Sep 29, 2024Nov 6, 2024Dec 15, 2024Jan 22, 2025Mar 2, 2025Apr 9, 2025May 18, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BLOCKIEApproach=Ours, Backbone=Sonnet2025.0598.83
RORE-GeoLayoutLM#Params=~399M2024.0998.52
RORE-GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M+242025.0598.52
DocTrApproach=Layout Aware NLP, Number of Parameters=153M2025.0598.2
GeoLayoutLMApproach=Layout Aware NLP, Number of Parameters=399M2025.0598.11
UDOP#Params=794M2024.0997.58
FormNetApproach=Layout Aware NLP, Model Size=large2025.0597.28
ERNIE-LayoutApproach=Layout Aware NLP, Model Size=large2025.0597.21
DocFormerApproach=Layout Aware NLP, Number of Parameters=502M2025.0596.99
LayoutLMv3Approach=Layout Aware NLP, Number of Parameters=368M2025.0596.98
SonnetApproach=LLM, Mode=Few shot2025.0595.72
ESPApproach=Layout Aware NLP, Number of Parameters=50M2025.0595.65
LMDX-Gemini ProApproach=LLM2025.0595.57
SonnetApproach=LLM, Mode=Zero shot2025.0588.92
DocLLM#Params=7B2024.0967.4
DocLLMApproach=LLM2025.0567.4
LayoutLLM#Params=7B2024.0963.1
LayoutLLMApproach=LLM2025.0563.1