Marktechpost (@Marktechpost)T2·71 pts
- Locate returns exact source spans with start and end character offsets rather than labels alone, while classification still yields probabilities in a single forward pass
- Across 17 out-of-domain NER, PII and extractive QA tasks, v1.3 averages 69.0 and Flash 63.6, versus 43.3 for Liquid d1 and 33.6 for GLiNER large v2.5
- Built on Qwen3.8-27B and Qwen3.5-4B with Apache 2.0 weights; API input pricing is $0.02 and $0.01 per 1M tokens
- Flash trails Jev 1.14 in finance, programming and law, and all figures are self-reported and need independent verification