Modelpublic

dexmac/progressive-cognitive-router-en

sourceHugging Faceapache-2.0updated 6mo agoView on Hugging Face

0likes

Model Card

Progressive Cognitive Architecture - Socratic Router (English)

LoRA adapter that routes a prompt toward math or logic specialists and optionally synthesizes the result.

Summary

This model is the routing component of the Progressive Cognitive Architecture project. It was trained to classify a query, dispatch it to the appropriate specialist, and produce a compact final answer in a routed inference pipeline.

Observed Behavior

In the completed seed-42 focused benchmark run used for the paper draft, the routed system using this adapter achieved:

—Overall score: 72.3%
—Logic composite: 53.3%
—Math composite: 91.3%
—Routing accuracy: 92.2%

The strongest gains came from accurate routing and strong mathematical delegation. The weakest dimensions remained open-form logical transformations such as negation and compound logic rewriting.

Because the larger multi-seed routed evaluation was interrupted for cost-control reasons, these results should be treated as promising but still preliminary.

Intended Use

—route mixed reasoning prompts to specialists
—orchestrate small specialist systems under tight parameter budgets
—research on distributed reasoning architectures

Limitations

—best used together with the companion logic and math specialists
—routed synthesis is weaker on open-ended logic reformulation than on classification and delegation
—not intended as a standalone instruction-tuned general assistant

Loading

python

from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel

base_model = AutoModelForCausalLM.from_pretrained(
    "Qwen/Qwen2.5-1.5B", device_map="auto", torch_dtype="auto"
)
tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-1.5B")

model = PeftModel.from_pretrained(
    base_model,
    "dexmac/progressive-cognitive-router-en",
    subfolder="lora_adapters"
)

Companion Models

—Math specialist: https://huggingface.co/dexmac/progressive-cognitive-dream-lora-en
—Logic specialist: https://huggingface.co/dexmac/progressive-cognitive-logic-specialist-en
—Results dataset: https://huggingface.co/datasets/dexmac/progressive-cognitive-results

License

Apache 2.0