EIBench (Emotion Management) - DeepSeek-V4-Pro Simulator: leaderboard
Metric: Anchor-based outcome score x 100 (-100 to +100): the simulated user's final emotion and relation state mapped per axis to 0 at the start anchor, +1 at the success anchor and -1 at the failure anchor (clipped), scenario-weighted average over the four scene types; 213 held-out test scenarios, multi-turn dialogue with an LLM user simulator, DeepSeek-V4-Pro as the simulator; higher is better. Source: arxiv.org. Saturation forecast: Around June 2028. 15 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.6 | 24 |
| 2 | DeepSeek V4 Pro | 23.3 |
| 3 | GPT-5.4 | 22.7 |
| 4 | Kimi K2.6 | 21.9 |
| 5 | Gemini 3.1 Pro (Preview) | 21.5 |
| 6 | Qwen 3.6 Max Preview | 19.9 |
| 7 | GLM-5.1 | 19.4 |
| 8 | MiniMax-M2.5 | 17.6 |
| 9 | Seed 2.0 Pro | 17 |
| 10 | Gemini 3 Flash | 16.5 |
| 11 | Qwen 3 Max | 14.8 |
| 12 | Grok 4.20 | 13 |
| 13 | Grok 4.20 (Reasoning) | 10.6 |
| 14 | Qwen 3 32B | 5.8 |
| 15 | Qwen 3 8B | -23.7 |
Interactive version: theaggregate.ai/benchmark?slug=eibench-emotion-management-deepseek-v4-pro-simulator · How It Works · Data refreshed daily, snapshot 2026-09-29.