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ResearchFormerly WizWand

Natural Language Inference on XNLI Ur (dev)

70.6AccuracyXITE-reg-lda
33.05642.80352.5562.297Jul 15, 2024Oct 31, 2024Feb 16, 2025Jun 5, 2025Sep 21, 2025Jan 7, 2026Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
XITE-reg-ldaBackbone=XLMR-large, Input Language=en2026.0470.6
SkylineBackbone=XLMR-large, Input Language=en2026.0468.11
Tpl-rand-kEvaluation protocol=translate-train, Supervision type=hard prompt labels, Data selection strategy=rand-k2024.0766.43
Tpl-top-kEvaluation protocol=translate-train, Supervision type=hard prompt labels, Data selection strategy=top-k2024.0766.27
Tpl-div-kEvaluation protocol=translate-train, Supervision type=hard prompt labels, Data selection strategy=div-k2024.0765.91
T-div-kEvaluation protocol=translate-train, Supervision type=teacher soft pseudolabels, Data selection strategy=div-k2024.0765.82
SRC+GENEvaluation protocol=translate-train2024.0765.28
T-top-kEvaluation protocol=translate-train, Supervision type=teacher soft pseudolabels, Data selection strategy=top-k2024.0764.4
SRC+GENZero-shot=true2024.0763.92
Tpl-rand-kselection strategy=rand-k, Zero-shot=true2024.0763.78
Tpl-top-kselection strategy=top-k, Zero-shot=true2024.0763.33
T-rand-kEvaluation protocol=translate-train, Supervision type=teacher soft pseudolabels, Data selection strategy=rand-k2024.0763.01
T-top-kselection strategy=top-k, Zero-shot=true2024.0762.98
T-div-kselection strategy=div-k, Zero-shot=true2024.0762.83
SkylineBackbone=XLMR-large, Input Language=ur2026.0462.45
Tpl-div-kselection strategy=div-k, Zero-shot=true2024.0762.33
SRCEvaluation protocol=translate-train2024.0761.65
T-rand-kselection strategy=rand-k, Zero-shot=true2024.0759.78
GENZero-shot=true2024.0757.21
SRCZero-shot=true2024.0757.15
GENEvaluation protocol=translate-train2024.0756.61
XITE-reg-regBackbone=XLMR-large, Input Language=en2026.0453.45
XITE-reg-ldaBackbone=XLMR-large, Input Language=ur2026.0451.22
XITE-reg-regBackbone=XLMR-large, Input Language=ur2026.0438.16
Baseline-PSBackbone=XLMR-large, Input Language=ur2026.0435.1
Baseline-PSBackbone=XLMR-large, Input Language=en2026.0434.5