JourneyBench (Dynamic-Prompt Agent) - Missing Parameter: leaderboard
The Missing Parameter scenarios of JourneyBench (Balaji et al., 2026), a customer-support benchmark of business workflow graphs: the user withholds a required input and the agent must not proceed without it. In this setting the authors' orchestrator walks the procedure graph one node at a time and swaps the prompt and tools at each step. User Journey Coverage Score from 0 to 1 (a conversation scores 0 on any missing, extra or misordered tool call and otherwise its share of correct tool parameters); higher is better.
Metric: User Journey Coverage Score (0-1; a conversation scores 0 on any missing, extra or misordered tool call, otherwise its tool-parameter accuracy; GPT-4o simulated user, 40-turn limit; Missing Parameter scenarios; the authors' orchestrator walks the SOP graph node by node and swaps the prompt and tools at each transition). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-4o | 0.53 | #741 |
| 2 | Claude 3.5 Haiku | 0.45 | #1563 |
| 3 | GPT-4o Mini | 0.41 | #1627 |
| 4 | Llama 3.3 70B Instruct | 0.33 | #1353 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=journeybench-dynamic-prompt-agent-missing-parameter · How It Works · Data refreshed daily, snapshot 2026-11-12.