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Model Evaluation

204 summarised stories about Model Evaluation, each linking back to the original source. Browse all topics →

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Friday, 11 September 2026

Cohere Releases North Small Translate: A 218B MoE Translation Model That Scores 83.6 on WMT26 Across 50 Languages

MarkTechPost 1 month ago 52 ● 3 sources

Cohere released North Small Translate, an open-weight sparse MoE machine translation model for 50 languages. It reports an average WMT26 all-languages score of 83.6, with 25B active parameters out of 218B total. The model becomes available to use via Cohere’s API (free until rate limits), or to self-host non-commercially using released checkpoints, with commercial licensing options.

DiscoSign: Discourse-Aware Text to Sign Language Gloss Translation

Apple Machine Learning Research 1 month ago 44

DiscoSign introduces a discourse-aware text-to–sign-language gloss translation framework that targets discourse phenomena ignored by sentence-level systems. It improves spatial consistency and entity tracking on experiments using sentence-level and discourse-level datasets. The method adds modules for spatial coreference, question-answer clause handling, and concept-gloss consistency plus discourse-level evaluation metrics that replace sentence-only quality measures.

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