Polar (South Korea) - Economic Axis: leaderboard

The economic axis of Polar (2026) on the South Korean set in Korean: an ICAT score from 0 to 100 combining language-modelling competence with balance between left and right economic positions, from option likelihoods. Higher is better.

Metric: Economic-axis ICAT (0-100), the StereoSet idealized context association score adapted to political bias: the language-model score LMS (share of items where the unrelated continuation is not chosen) times the neutrality score NS (how close the preference between the left or progressive and the right or conservative continuation is to balance, averaged over issue categories); options chosen by length-normalized log-likelihood in LM Evaluation Harness; higher means more balanced and competent; South Korean political statements in Korean. Source: arxiv.org. Saturation forecast: Estimated already saturated. 38 models tracked.

Top models

#ModelScoreOverall rank
1Midm-2.0-Mini-Instruct90.03#4735
2Qwen 3 14B89.36#1233
3Qwen 3 8B88.33#1830
4A.X-4.0-Light88.21#2254
5Mistral Small 388.19#1777
6Qwen3-14B-Base87.68#1504
7Midm-2.0-Base-Instruct87.24#1921
8Mistral-Small-24B-Base-250186.42#1450
9Qwen 3 32B86.3#960
10Llama 3.1 70B Instruct86.11#1546
11Llama 3.1 70B85.85#1490
12Qwen3-8B-Base85.32#1721
13Qwen3-1.7B-Base84.19#4890
14A.X 4.083.96#863
15Qwen 3 1.7B82.19#5520

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=polar-south-korea-economic-axis · How It Works · Data refreshed daily, snapshot 2026-11-13.