Research Paper Example

Using AIME LOC for academic publications.

Methodology Section

from aime_loc import LOC

loc = LOC()

# Full 78Q evaluation for publication quality
models = [
    "meta-llama/Llama-4-Scout",
    "deepseek-ai/DeepSeek-R1-Distill-Qwen-32B",
    "mistralai/Mistral-Small-24B-Instruct-2501",
    "Qwen/Qwen3.5-35B-A3B",
    "google/gemma-3-12b-it",
]

results = loc.benchmark(models, questions="78q")

Generate Figures

# Figure 1: Radar comparison of top 2 models
from aime_loc.viz.radar import radar_chart

top2 = results.profiles[:2]
fig = radar_chart(
    top2,
    title="LOC Cognitive Profile: Top 2 Models",
    show=False,
    save="fig1_radar.pdf",
    journal="nature",
    dpi=300,
)

# Figure 2: Heatmap
results.heatmap(show=False, save="fig2_heatmap.pdf")

Generate Tables

# Table 1: Leaderboard
print(results.leaderboard.to_markdown())

# Table 2: LaTeX per-function table for top model
top = results.profiles[0]
print(top.to_latex())

Export All Data

# Supplementary data
for profile in results.profiles:
    name = profile.model_id.replace("/", "_")
    profile.to_json(f"supplementary/{name}.json")
    profile.to_csv(f"supplementary/{name}.csv")

Citation

When using AIME LOC in academic work, please cite:

@software{aime_loc,
  title={AIME LOC: Consciousness Research Toolkit for AI \& Human Minds},
  author={AIME Research},
  year={2026},
  url={https://aime-loc.com},
  version={0.1.0}
}