CircuitReason-1k - Symbolic and Signal: leaderboard

Metric: Accuracy (%; exact problem-level correctness on the 55 symbolic and signal problems of CircuitReason-1k's authentic textbook circuit problems; typed deterministic scoring for 585 problems and identity-blinded, reference-assisted multi-model judge consensus (strict majority of at least three votes) for the other 415; every requested output must be correct; missing, failed or unresolved answers count as wrong; image and question only, no output-token cap, open models in their native thinking mode). Source: arxiv.org. Saturation forecast: Around December 2026. 9 models tracked.

Top models

#ModelScore
1GPT-5.6 Sol90.91
2Gemini 3.1 Pro (Preview)81.82
3Kimi K2.681.82
4Qwen 3.5 122B A10B78.18
5Claude Sonnet 4.670.91
6Qwen 3 VL 235B A22B (Thinking)70.91
7Qwen 3 VL 8B (Thinking)58.18

Interactive version: theaggregate.ai/benchmark?slug=circuitreason-1k-symbolic-and-signal · How It Works · Data refreshed daily, snapshot 2026-09-26.