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

54.3chrFGemma 4 31B
13.84424.34734.8545.353Feb 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=∼256k (Full book), Thinking mode=without thinking2026.0754.3—
Gemma 4 31BModel Size/Architecture=31B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0752.9—
Gemma 4 26B-A4BModel Size/Architecture=26B-A4B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0750—
Gemma 4 26B-A4BModel Size/Architecture=26B-A4B, Context length=∼256k (Full book), Thinking mode=without thinking2026.0748.9—
Gemma 4 12BModel Size/Architecture=12B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0745.1—
Gemma 4 12BModel Size/Architecture=12B, Context length=∼256k (Full book), Thinking mode=without thinking2026.0741.9—
Gemma 3 27BModel Size/Architecture=27B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0741—
Llama-2-70BMethod Setting=Original Baseline (Tanzer et al., 2024)2024.0240.10
Gemma 4 E4BModel Size/Architecture=E4B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0737.8—
Llama-2-70BMethod Setting=DIPMT++2024.0235.74.4
GPT-3.5Method Setting=DIPMT++2024.0235.52.9
Llama-2-13BMethod Setting=DIPMT++2024.0231.53.7
GPT-3.5Method Setting=Original Baseline (Tanzer et al., 2024)2024.0230.60
Llama-2-13BMethod Setting=Original Baseline (Tanzer et al., 2024)2024.0228.80
Gemma 4 E2BModel Size/Architecture=E2B, Context length=∼128k (Half book), Thinking mode=without thinking2026.0715.4—