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ResearchFormerly WizWand

Information Extraction on FDA

84.5AccuracyApriel-1.6
13.031231.585650.1468.6944Apr 21, 2026Apr 23, 2026Apr 25, 2026Apr 28, 2026Apr 30, 2026May 2, 2026May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Apriel-1.6Speedup @32k=1.0x, Speedup @16k=1.0x2026.0484.5
Qwen-3.5 27BSpeedup @32k=0.55x, Speedup @16k=0.5x2026.0484.4
Nemotron-Nano 12B v2Speedup @32k=5.85x, Speedup @16k=4.3x2026.0482.5
Reg|Lklhd–18Speedup @32k=4.76x, Speedup @16k=2.2x2026.0481.7
S1: Distil. Idealized|All–6Speedup @32k=6.13x, Speedup @16k=2.5x2026.0480.9
Reg|Lklhd–26Speedup @32k=2.85x, Speedup @16k=1.5x2026.0479.9
OLMo-Hybrid-Think 7BSpeedup @32k=2.51x, Speedup @16k=2.1x2026.0478.5
all-attentionSpeedup @32k=1.0x, Speedup @16k=1.0x2026.0478.3
Idealized|All–18Speedup @32k=1.99x, Speedup @16k=1.1x2026.0478
Idealized|Lklhd–6Speedup @32k=6.2x, Speedup @16k=2.4x2026.0476.9
Idealized|All–6Speedup @32k=6.13x, Speedup @16k=2.5x2026.0475.6
Nemotron-3-Nano 30BSpeedup @32k=4.09x, Speedup @16k=2.8x2026.0474.7
Apriel-H1 15BSpeedup @32k=1.97x, Speedup @16k=1.9x2026.0473.2
Reg|Lklhd–13Speedup @32k=6.9x, Speedup @16k=2.7x2026.0468.6
Reg|Lklhd–10Speedup @32k=10.69x, Speedup @16k=4.2x2026.0465.2
Falcon-H1R 7BSpeedup @32k=4.61x, Speedup @16k=3.4x2026.0463.6
SATFORMERInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0521.96
MUDDFORMERInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0520.32
RESFORMERInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0519.41
TRANSFORMERInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0519.14
DENSEFORMERInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0516.42
HYPERCONNECTIONSInput length=2k tokens, Evaluation protocol=Arora et al. [2024]2026.0515.78