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Machine Translation (Kalamang to English) on MTOB (test)

48.6chrFGemma 4 31B
27.38432.89238.443.908Feb 29, 2024Jul 20, 2024Dec 9, 2024May 1, 2025Sep 20, 2025Feb 9, 2026Jul 2, 2026

Evaluation results

MethodLinks
Gemma 4 31BModel Size/Architecture=31B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0748.6—
Gemma 4 31BModel Size/Architecture=31B, Context length=∼256k (Full book), Thinking mode=without thinking2026.0746.2—
Gemma 4 26B-A4BModel Size/Architecture=26B-A4B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0745—
Gemma 4 26B-A4BModel Size/Architecture=26B-A4B, Context length=∼256k (Full book), Thinking mode=without thinking2026.0742.7—
Gemma 4 12BModel Size/Architecture=12B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0737.3—
GPT-3.5Method Setting=DIPMT++2024.023711.4
Llama-2-70BMethod Setting=DIPMT++2024.0236.312.3
Llama-2-13BMethod Setting=DIPMT++2024.0235.211.3
Llama-2-70BMethod Setting=Original Baseline (Tanzer et al., 2024)2024.0234.99.4
Gemma 4 E4BModel Size/Architecture=E4B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0734.6—
Gemma 4 12BModel Size/Architecture=12B, Context length=∼256k (Full book), Thinking mode=without thinking2026.0732.9—
Gemma 3 27BModel Size/Architecture=27B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0731.2—
GPT-3.5Method Setting=Original Baseline (Tanzer et al., 2024)2024.0231.16.6
Llama-2-13BMethod Setting=Original Baseline (Tanzer et al., 2024)2024.0229.84.8
Gemma 4 E2BModel Size/Architecture=E2B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0728.2—