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CoRM-469M-top1

ilsp / CoRM-469M-top1

Run on huggingface.co
huggingface.co
Total runs: 612
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: September 09 2026
text-generation

Introduction of CoRM-469M-top1

Model Details of CoRM-469M-top1

CoRM-469M (Top-1)

Contrastive Routing Mixture-of-Experts (CoRM). Checkpoint for the paper Beyond Magnitude: Contrastive Routing for Modular Mixture-of-Experts .

Part of the ilsp/CoRM collection.

Model Active Params Total Params Routing
CoRM-469M-top1 469M 2.58B Top-1
Architecture
Hidden size 1024
Layers 24
Attention heads 16 (4 KV heads, GQA)
Intermediate size 4096
Experts 8
Experts per token 1
Vocab size 51200
Max position embeddings 1024
Dtype bfloat16
Usage

This model uses custom modeling code, so trust_remote_code=True is required. 

from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "ilsp/CoRM-469M-top1"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, trust_remote_code=True)

inputs = tokenizer("The capital of Greece is", return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=32)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))
Training
Evaluation
Citation

Runs of ilsp CoRM-469M-top1 on huggingface.co

612
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About CoRM-469M-top1 huggingface.co Model

More CoRM-469M-top1 license Visit here:

https://choosealicense.com/licenses/apache-2.0

CoRM-469M-top1 huggingface.co

CoRM-469M-top1 huggingface.co is an AI model on huggingface.co that provides CoRM-469M-top1's model effect (), which can be used instantly with this ilsp CoRM-469M-top1 model. huggingface.co supports a free trial of the CoRM-469M-top1 model, and also provides paid use of the CoRM-469M-top1. Support call CoRM-469M-top1 model through api, including Node.js, Python, http.

CoRM-469M-top1 huggingface.co Url

https://huggingface.co/ilsp/CoRM-469M-top1

ilsp CoRM-469M-top1 online free

CoRM-469M-top1 huggingface.co is an online trial and call api platform, which integrates CoRM-469M-top1's modeling effects, including api services, and provides a free online trial of CoRM-469M-top1, you can try CoRM-469M-top1 online for free by clicking the link below.

ilsp CoRM-469M-top1 online free url in huggingface.co:

https://huggingface.co/ilsp/CoRM-469M-top1

CoRM-469M-top1 install

CoRM-469M-top1 is an open source model from GitHub that offers a free installation service, and any user can find CoRM-469M-top1 on GitHub to install. At the same time, huggingface.co provides the effect of CoRM-469M-top1 install, users can directly use CoRM-469M-top1 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

CoRM-469M-top1 install url in huggingface.co:

https://huggingface.co/ilsp/CoRM-469M-top1

Url of CoRM-469M-top1

CoRM-469M-top1 huggingface.co Url

Provider of CoRM-469M-top1 huggingface.co

ilsp
ORGANIZATIONS
huggingface.co

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