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Language Models

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Friday, 11 September 2026

Deep Learning Weekly: Issue 472

Deep Learning Weekly 1 month ago 13

Deep Learning Weekly Issue 472 rounds up new developments across deep learning, including OpenAI’s release of GPT-Image-2.5 and papers on topics like random attention for KV cache eviction. OpenAI’s GPT-Image-2.5 is reported as up to 50% faster with sketch input. The roundup updates readers on new AI models, benchmarks, tooling, and research findings to inform what to try next in the field.

The Sequence Opinion - Issue 931: Robotics Is Waiting for Its ChatGPT Moment

TheSequence 1 month ago 8

The Sequence Opinion’s Issue 931 argues that robotics is waiting for a ChatGPT-like moment where people can teach robots through conversation with minimal setup. Issue 931 is number 931. It says conversational models make new tasks easier to explore, but real-world progress still hinges on learning, control, and the economics of deploying robots in new environments.

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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