AWARE-US (Pairwise Ranking) - S3 Any Repair: leaderboard
Metric: Car match (%; share of the 40 persona-grounded car-search dialogues, four preference constraints, any one of which can be dropped to make the query feasible, in which the agent relaxes the oracle's least important constraint and recommends the oracle's car; pairwise ranking: the model compares every pair of constraints in both orders and relaxes the one that loses most comparisons). Source: arxiv.org. Saturation forecast: Around April 2027. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 8B | 10 |
| 2 | Gemma 2 9B (IT) | 10 |
| 3 | Llama 3 8B Instruct | 2.5 |
Interactive version: theaggregate.ai/benchmark?slug=aware-us-pairwise-ranking-s3-any-repair · How It Works · Data refreshed daily, snapshot 2026-09-26.