Ling mini 2.0

Ling-mini-2.0 targets practical workloads where responsiveness matters. It follows instructions cleanly, handles cross-lingual prompts, and delivers steady performance on summarization, Q&A, and basic coding tasks without heavy compute. The model maintains coherence over longer inputs, returns schema-true JSON when workflows require structured results, and triggers external tools for retrieval or actions. Deployment is flexible, with quantization for modest GPUs or edge devices and parameter-efficient tuning to adapt tone, terminology, or domain knowledge. Teams typically use Ling-mini-2.0 for customer support assistants, internal helpdesk bots, document triage, and real-time UX features, then route the hardest problems to a larger sibling when deeper reasoning is needed.