BIASEDTALES-ML: A Multilingual Dataset for Analyzing Narrative Attribute Distributions in LLM-Generated Stories (2026)
Most studies of social bias in LLMs are English-only and rely on short-form probes. It is therefore unclear whether the attribute patterns seen in English long-form generation carry over to other languages. To test this, the authors built BIASEDTALES-ML, a parallel collection of about 350k children's stories. Three…
NiuTrans.LMT: Toward Inclusive and Scalable Multilingual Machine Translation with LLMs (2026)
The paper addresses how to adapt LLMs for translation across many languages without quality collapsing in some directions.
RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment (2026)
Serving every translation request with a large LLM is too costly for industrial systems. Hybrid setups therefore send most traffic to a small model and escalate only some inputs to a large one. The authors treat this escalation decision as spending a fixed budget of large-model calls. They argue that requests should…

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Updated 1 November 2026