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System One Qwen3.5 4B scorer

pngwnOpen weightsNot yet run

Pointwise scorer trained on 46k System One questions across nine families; reports its calibration separately from its accuracy.

Specifications

Checkpoint
pngwn/system-one-qwen3.5-4b-scorer
Publisher
pngwn
Mechanism
Decoder backbone with a scalar scorer
Backbone
Qwen3.5-4B-Base + scalar head (LoRA)
Parameters
4.2B
License
Non-commercial
Runs as
open weights, self-hosted
Library
transformers + peft
Primitives
Choice, Score, Noul
Pricing
none — your compute

Frequently asked questions

How does System One Qwen3.5 4B scorer compare to Jev?

System One Qwen3.5 4B scorer has not been run through the benchmark yet; the figures on this page are its authors' own and are not comparable to the leaderboard until a row exists.

Is System One Qwen3.5 4B scorer open source?

Yes. pngwn/system-one-qwen3.5-4b-scorer is released under Non-commercial and runs on your own hardware with the transformers + peft library.

Can System One Qwen3.5 4B scorer extract entities?

No. System One Qwen3.5 4B scorer answers questions about text and never returns spans; use a GLiNER-family model for extraction.