TS-Skill (MCQ) - SK1+SK3: leaderboard
TS-Skill questions (Han et al., UCLA and Carnegie Mellon University, 2026) about synthetic, timestamped time series that combine temporal scale selection with cross-interval integration, such as counting or comparing patterns that are visible only at one time resolution. Multiple-choice protocol: 365 questions answered with a single option letter, unparseable replies scored 0; macro-F1 on a 0-1 scale, higher is better.
Metric: MCQ macro-F1 (0-1; four-option multiple choice, letter-only answers, unparseable answers score 0, 365 questions). Source: arxiv.org. Saturation forecast: Around February 2027. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Sonnet 4.5 | 0.63 | #244 |
| 2 | Qwen 3 32B (Thinking) | 0.59 | #960 (Qwen 3 32B) |
| 3 | GPT-4o | 0.58 | #741 |
| 4 | Qwen 2.5 VL 7B | 0.44 | #1796 |
| 5 | Qwen 2.5 14B Instruct | 0.43 | #1745 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=ts-skill-mcq-sk1-plussk3 · How It Works · Data refreshed daily, snapshot 2026-11-12.