LLM Reference

RWKV-6 Finch Models by RWKV Project

RWKV ProjectApache 2.0Open source
4 models2024

Details

ResearcherRWKV Project
LicenseApache 2.0OSI-approved
Commercial useCommercial use: permitted
Models4
Released2024

About

RWKV-6 (codenamed Finch) is the sixth-generation architecture in the RWKV series, introduced in the paper 'Eagle and Finch: RWKV with Matrix-Valued States and Dynamic Recurrence' (April 2024). Finch upgrades the state representation to multi-headed matrix-valued states and introduces dynamic data-driven recurrence, achieving significantly better benchmark performance than RWKV-5 (Eagle) without sacrificing the architecture's defining O(n) training complexity and O(1) constant-memory inference. Models are available in 1.6B, 3B, 7B, and 14B parameter sizes. The 14B model (released September 2024) was created by stacking two 7B models and is the largest released RWKV-6 model. All World variants are multilingual (100+ languages). Apache 2.0 licensed.

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 14B parameters.

2024-09Infinity context14B parameters

Use when the workload needs Infinity context and 7B parameters.

2024-04Infinity context7B parameters

Use when the workload needs Infinity context and 3B parameters.

2024-04Infinity context3B parameters

Use when the workload needs Infinity context and 1.6B parameters.

2024-04Infinity context1.6B parameters

Release Timeline

2 release groups
2024-09
1 current
RWKV-6 Finch 14B
Infinity context14B parameters
Current
2024-04
3 current
RWKV-6 Finch 1.6B
Infinity context1.6B parameters
Current
RWKV-6 Finch 3B
Infinity context3B parameters
Current
RWKV-6 Finch 7B
Infinity context7B parameters
Current

Specifications(4 models)

RWKV-6 Finch model specifications comparison
ModelReleasedContextParameters
RWKV-6 Finch 14B2024-09Infinite14B
RWKV-6 Finch 7B2024-04Infinite7B
RWKV-6 Finch 3B2024-04Infinite3B
RWKV-6 Finch 1.6B2024-04Infinite1.6B

Frequently Asked Questions

What is RWKV-6 Finch used for?
RWKV-6 Finch is used for coding. The family description and listed model capabilities point to those workloads as the best fit.
How does RWKV-6 Finch compare to RWKV-7 Goose?
RWKV-6 Finch by RWKV Project is strongest where you need coding, while RWKV-7 Goose by RWKV Project is the closest related family to check for coding. RWKV-6 Finch has 4 listed variants, so compare the specs and pricing tables before choosing a production model.
Which RWKV-6 Finch model should I use?
If price is the main constraint, use the pricing table first because RWKV-6 Finch does not have complete provider pricing in the local data. For the most capable/latest local choice, evaluate RWKV-6 Finch 14B.