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Fastino's new GLiNER2.5 aims to lower the computational cost of entity extraction, but real-world performance benchmarks against legacy NER tools are still pending.

Sarvam AI debuts Saaras V4, a speech-to-text model for 22 Indian languages featuring low-latency streaming, signaling a push to localize AI infrastructure for diverse linguistic needs.

Technical barriers in tokenization and data scarcity create persistent performance gaps for non-English AI, complicating global deployment strategies.