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SOLID-StepORLM

AIOR-Research / SOLID-StepORLM

Run on huggingface.co
huggingface.co
Total runs: 658
24-hour runs: 5
7-day runs: 41
30-day runs: 622
Model's Last Updated: September 10 2026
text-generation

Introduction of SOLID-StepORLM

Model Details of SOLID-StepORLM

SOLID-StepORLM

This is the checkpoint of SOLID (Solver-Informed Self-Distillation) built from Chenyu-Zhou/StepORLM-Qwen3-8B for operations-research modeling and solver-backed answer generation.

The model was trained with GRPO and solver-informed token-level KL supervision. It uses the COPT-style StepORLM response template.

Evaluation

Each problem was sampled 64 times. maj@64 is majority-vote accuracy; pass@k uses the unbiased pass-at-k estimator.

Dataset maj@64 pass@1 pass@2 pass@4
OptMATH 31.33 18.25 24.40 30.28
MAMO-Complex 70.44 66.43 71.58 74.79
InOR 48.00 39.81 46.07 50.59
Usage 
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "JR-James-0125/StepORLM-SOLID-opt"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
    model_id,
    torch_dtype="auto",
    device_map="auto",
)

The generated optimization code expects a compatible COPT environment for execution.

Runs of AIOR-Research SOLID-StepORLM on huggingface.co

658
Total runs
5
24-hour runs
12
3-day runs
41
7-day runs
622
30-day runs

More Information About SOLID-StepORLM huggingface.co Model

SOLID-StepORLM huggingface.co

SOLID-StepORLM huggingface.co is an AI model on huggingface.co that provides SOLID-StepORLM's model effect (), which can be used instantly with this AIOR-Research SOLID-StepORLM model. huggingface.co supports a free trial of the SOLID-StepORLM model, and also provides paid use of the SOLID-StepORLM. Support call SOLID-StepORLM model through api, including Node.js, Python, http.

SOLID-StepORLM huggingface.co Url

https://huggingface.co/AIOR-Research/SOLID-StepORLM

AIOR-Research SOLID-StepORLM online free

SOLID-StepORLM huggingface.co is an online trial and call api platform, which integrates SOLID-StepORLM's modeling effects, including api services, and provides a free online trial of SOLID-StepORLM, you can try SOLID-StepORLM online for free by clicking the link below.

AIOR-Research SOLID-StepORLM online free url in huggingface.co:

https://huggingface.co/AIOR-Research/SOLID-StepORLM

SOLID-StepORLM install

SOLID-StepORLM is an open source model from GitHub that offers a free installation service, and any user can find SOLID-StepORLM on GitHub to install. At the same time, huggingface.co provides the effect of SOLID-StepORLM install, users can directly use SOLID-StepORLM installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

SOLID-StepORLM install url in huggingface.co:

https://huggingface.co/AIOR-Research/SOLID-StepORLM

Url of SOLID-StepORLM

Provider of SOLID-StepORLM huggingface.co

AIOR-Research
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