HoosierHelp - Resource Exact Match: leaderboard
Metric: Resource exact match (%; conversations ending in a final_recommendation whose resource IDs, all returned by an earlier search, equal the target set; 240 simulated social-service conversations over 3,971 Indiana public resources, balanced over single and composite needs, direct-match and fallback-required constraints and five simulated-user behaviours; GPT-4.1-mini simulated users, at most eight interaction turns). Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3.7 Max | 67.5 |
| 2 | GPT-5.4 | 64.17 |
| 3 | Qwen 3.6 35B A3B | 61.67 |
| 4 | DeepSeek V4 Flash | 57.5 |
| 5 | GPT-4.1 Mini | 57.08 |
| 6 | Qwen 3.6 27B | 57.08 |
| 7 | GPT-OSS-120B | 45.42 |
Interactive version: theaggregate.ai/benchmark?slug=hoosierhelp-resource-exact-match · How It Works · Data refreshed daily, snapshot 2026-09-29.