TS-Skill (MCQ) - SK3 Cross-Interval Integration: leaderboard
TS-Skill questions (Han et al., UCLA and Carnegie Mellon University, 2026) about synthetic, timestamped time series that need only cross-interval integration: counting, aggregating, comparing or finding extremes across separated stretches of the series. Multiple-choice protocol: 402 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, 402 questions). Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 0.76 | #741 |
| 2 | Claude Sonnet 4.5 | 0.72 | #244 |
| 3 | Qwen 3 32B (Thinking) | 0.56 | #960 (Qwen 3 32B) |
| 4 | Qwen 2.5 VL 7B | 0.46 | #1796 |
| 5 | Qwen 2.5 14B Instruct | 0.45 | #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-sk3-cross-interval-integration · How It Works · Data refreshed daily, snapshot 2026-11-12.