Polar (US) - Economic Axis: leaderboard

The economic axis of Polar (2026) on the U.S. set in English: 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; U.S. political statements in English. Source: arxiv.org. 38 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 0.6B77.74#8342
2Qwen3-0.6B-Base74.91#8156
3Llama 3.2 1B Instruct71.58#9047
4Llama 3.2 1B71.22#9258
5Qwen3-1.7B-Base71.22#4890
6Llama 3.2 3B Instruct71#7147
7A.X-4.0-Light70.76#2254
8Qwen 3 1.7B70.73#5520
9Qwen3-4B-Base70.37#2515
10Qwen 3 8B69.96#1830
11Qwen 3 4B69.26#2281
12Llama 3.2 3B69.17#7830
13Qwen3-8B-Base68.94#1721
14Mistral 7B Instruct (v0.3)68.47#6653
15Qwen3-14B-Base68.15#1504

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