AgentIdeaBench - Active - Impact: leaderboard
Impact dimension of AgentIdeaBench's Active track, where the model gets a subfield name and a literature search tool and decides what to look up (arXiv 2609.07611v1). Mean LLM-critic score on a 1-10 scale, dropping the highest of three critics and averaging over ideas and subfields, from the dims field of reports/leaderboard_full.json; higher is better.
Metric: Impact Critic Score (1-10). Source: moyunxiang.com. Saturation forecast: Around October 2027. 63 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 5 | 6.75 | #16 |
| 2 | GPT-5.6 Sol | 6.4 | #22 |
| 3 | GPT-5.6 Terra | 6.32 | #40 |
| 4 | Claude Opus 4.8 | 6.3 | #39 |
| 5 | Claude Opus 4.7 | 6.3 | #51 |
| 6 | GPT-5.5 | 6.28 | #33 |
| 7 | Claude Sonnet 5 | 6.22 | #65 |
| 8 | GPT-5.4 | 6.15 | #83 |
| 9 | GPT-5.2 | 6.06 | #115 |
| 10 | GPT-5.6 Luna | 6 | #79 |
| 11 | Gemini 3 Flash (Preview) | 5.93 | #90 |
| 12 | GPT-5 | 5.91 | #105 |
| 13 | GPT-5 Mini | 5.91 | #193 |
| 14 | GLM-5.1 | 5.9 | #109 |
| 15 | GPT-5.4 Mini | 5.87 | #228 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=agentideabench-active-impact · How It Works · Data refreshed daily, snapshot 2026-11-05.