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ResearchFormerly WizWand

Named Entity Recognition on CoNLL++

0.954F1 ScoreSpanDec (RoBERTa-L)
0.6715360.7448680.81820.891532May 8, 2021Mar 5, 2022Jan 1, 2023Oct 30, 2023Aug 26, 2024Jun 24, 2025Apr 22, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SpanDec (RoBERTa-L)Params=0.35B, Throughput=118.7 (1×)2026.040.954
CL-KLEvaluation Setting=W/ CONTEXT2021.050.9481
CL-L2Evaluation Setting=W/ CONTEXT2021.050.9462
W/ CONTEXT (Baseline)Evaluation Setting=W/ CONTEXT2021.050.9456
CL-KLEvaluation Setting=W/O CONTEXT2021.050.9455
CL-L2Evaluation Setting=W/O CONTEXT2021.050.9438
Wang et al.2021.050.9428
W/O CONTEXT (Baseline)Evaluation Setting=W/O CONTEXT2021.050.942
LUKEEvaluation Setting=W/O CONTEXT2021.050.9399
UniNERParams=7B, Throughput=< 6.4 (0.05×)2026.040.933
GLiNERParams=0.35B, Throughput=76.2 (0.64×)2026.040.925
InstructUIEParams=13B, Throughput=< 5.8 (0.05×)2026.040.915
GPT-NERParams=175B, Throughput=< 5 (0.04×)2026.040.909
LLaMA3-8BParams=8B, Throughput=< 9 (0.08×)2026.040.8537
LLaMA2-7BParams=7B, Throughput=< 9 (0.08×)2026.040.7653
SOLARParams=10.7B, Throughput=< 8 (0.07×)2026.040.7603
Mistral-12BParams=12B, Throughput=< 7 (0.06×)2026.040.7423
LLaMA2-13BParams=13B, Throughput=< 7 (0.06×)2026.040.6824