RWKV-7 Goose Models by RWKV Project

RWKV ProjectApache 2.0Open source
4 models2025

Last refreshed 2026-06-29. Next refresh: weekly.

Details

ResearcherRWKV Project
LicenseApache 2.0OSI-approved
Commercial useCommercial use: permitted
Models4
Released2025

About

RWKV-7 (codenamed Goose) is the seventh-generation RWKV architecture, introduced in the paper 'RWKV-7 Goose with Expressive Dynamic State Evolution' (March 2025, arXiv 2503.14456). Goose introduces the Generalized Delta Rule and expressive dynamic state evolution, comprehensively outperforming RWKV-6 and competitive with Transformer models of equivalent scale across reasoning, coding, and mathematical benchmarks. World3 training corpus spans 3.1 trillion tokens and 100+ languages. Available in four sizes: 0.1B, 0.4B, 1.5B, and 2.9B. All models are Apache 2.0 licensed and available via HuggingFace Transformers. RWKV-8 (Heron) is in early experimental development as of May 2025.

Decision facts

Best fit
codingmath-heavy prompts
Capability starting point
RWKV-7 Goose 0.1B
Lowest tracked input
Not tracked
Closest related family
RWKV-6 Finch

Current Variants

Use-when guidance is based on each model's tracked capabilities, context window, release date, and replacement status.

4 in view

Use when the workload needs Infinity context and 190M parameters.

2025-03Infinity context190M parameters

Use when the workload needs Infinity context and 450M parameters.

2025-03Infinity context450M parameters

Use when the workload needs Infinity context and 1.5B parameters.

2025-03Infinity context1.5B parameters

Use when the workload needs Infinity context and 2.9B parameters.

2025-03Infinity context2.9B parameters

Release Timeline

1 release group
2025-03
4 current
RWKV-7 Goose 0.1B
Infinity context190M parameters
Current
RWKV-7 Goose 0.4B
Infinity context450M parameters
Current
RWKV-7 Goose 1.5B
Infinity context1.5B parameters
Current
RWKV-7 Goose 2.9B
Infinity context2.9B parameters
Current

Specifications(4 models)

RWKV-7 Goose model specifications comparison
ModelReleasedContextParameters
RWKV-7 Goose 0.1B2025-03Infinite190M
RWKV-7 Goose 0.4B2025-03Infinite450M
RWKV-7 Goose 1.5B2025-03Infinite1.5B
RWKV-7 Goose 2.9B2025-03Infinite2.9B