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“This release marks the release of the strongest linear transformer (in terms of eval benchmarks) to date.”

Eugene Cheahblog.rwkv.com ↗

RWKV trained 7.52 billion parameters on 1.1 trillion tokens and claims 10-100x cheaper inference than a transformer. On English it trails Mistral and only trades blows with MPT-7B. The 100+ language claim rests on benchmarks covering 23 languages. “Soaring past” means catching up to last year’s models.