Skip to page content
SAVRN
Search Plan a project

Independent publisher

William Ousley

wmaousley

Models in Library2
Datasets in Library0
Models on Hugging Face3
Followers—

Compare the published evidence

This profile connects the 2 model and dataset records shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Reported licenses: mit. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

Adversarial financial-critic LLM for trading-rationale evaluation. MiniCrit-1.5B is an adversarial financial-critic model trained to evaluate and rebut trading rationales produced by other language models. It is intended as a validator layer for systems where weak or hallucinated reasoning could create financial risk. The model does not generate trades. It critiques reasoning only. Design intent — the behaviours the model was trained toward, not measured - detect flawed or risky trading logic - identify unsupported financial statistics - flag improper use of indicators - produce adversarial rebuttals - review rationales before execution No capability claim is made for this model. A previous…

Open weights mit peft

A LoRA adapter trained to critique trading rationales. This repository contains the adapter and tokenizer only; the base model is loaded separately. Read from adapterconfig.json and checkpoint-41136/trainerstate.json in this repository. Training corpus is not recorded in this repository. No dataset reference is present in the adapter config or the trainer state, and none is asserted here. No capability claim is made for this model. Unlike the other MiniCrit checkpoints, this one did finish: maxsteps was reached and three full epochs completed. That says the run completed, not that the model works. No held-out predictions, scoring script or evaluation record exists for it, and a declining…

Open weights mit peft