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ResearchFormerly WizWand

Named Entity Recognition on SciERC

82.71F1 ScoreZ-NERD
18.02234.81651.6168.404Jan 2, 2021Nov 15, 2021Sep 29, 2022Aug 13, 2023Jun 26, 2024May 10, 2025Mar 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Z-NERD2026.0382.71
HGEREEvaluation Protocol=Supervised2026.0381.19
Z-NERD w/o OSDAblation=Without Orthogonal Semantic Decomposition2026.0380.27
Z-NERD2026.0378.84
HGEREEvaluation Protocol=Supervised2026.0375.92
Z-NERD w/o TCQKAblation=Without Multi-Scale TCQK2026.0375.12
Z-NERD w/o OSDAblation=Without Orthogonal Semantic Decomposition2026.0374.39
PL-MarkerEvaluation Protocol=Supervised2026.0374.04
Z-NERD w/o TCQKAblation=Without Multi-Scale TCQK2026.0373.43
UniversalNER-7bEvaluation Protocol=Supervised2026.0373.13
SciBERTEvaluation Protocol=Supervised2026.0370.71
PL-MarkerEvaluation Protocol=Supervised2026.0370.32
DyGIE++training_data=full, paradigm=multi-task learning2021.0169.8
RDANERtraining_data=full2021.0168.96
SpERTtraining_data=full, paradigm=multi-task learning2021.0167.62
SciBERTEvaluation Protocol=Supervised2026.0367.52
UniversalNER-7bEvaluation Protocol=Supervised2026.0366.09
llama-3.3-70bEvaluation Protocol=Zero-Shot2026.0349.57
qwen3-32bEvaluation Protocol=Zero-Shot2026.0346.52
llama-3.3-70bEvaluation Protocol=Zero-Shot2026.0346.2
APIEModel=Deepseek-v3-660B2025.0842.05
Active-PromptModel=Deepseek-v3-660B2025.0841.89
qwen3-32bEvaluation Protocol=Zero-Shot2026.0341.63
RSLModel=Deepseek-v3-660B2025.0840.43
KD SortModel=Deepseek-v3-660B2025.0837.98
llama-3.1-8b-instantEvaluation Protocol=Zero-Shot2026.0333.96
ZSLModel=Deepseek-v3-660B2025.0833.44
APIEModel=Deepseek-R1-14B2025.0833.09
APIEModel=Qwen-2.5-14B2025.0831.4
llama-3.1-8b-instantEvaluation Protocol=Zero-Shot2026.0331.21
Active-PromptModel=Deepseek-R1-14B2025.0830.82
RSLModel=Gemma-3-12B2025.0829.57
KD SortModel=Deepseek-R1-14B2025.0829.17
Active-PromptModel=Qwen-2.5-14B2025.0829.11
RSLModel=Qwen-2.5-14B2025.0827.94
KD SortModel=Qwen-2.5-14B2025.0827.42
KD SortModel=Gemma-3-12B2025.0827.25
RSLModel=Deepseek-R1-14B2025.0826.87
APIEModel=Gemma-3-12B2025.0826.21
ZSLModel=Deepseek-R1-14B2025.0826.19
Active-PromptModel=Gemma-3-12B2025.0825.45
ZSLModel=Gemma-3-12B2025.0824.12
ZSLModel=Qwen-2.5-14B2025.0820.51