EComStage - Scenario Route: leaderboard

Evaluates text-based e-commerce assistance across seven perception, planning and action tasks. The overall score and task results share the main-table evaluation protocol. This series reports Scenario Route using Task Score (%). Source: the original paper result table.

Metric: Task Score (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 33 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 2.5 72B Instruct89.02#469
2Qwen 3 30B A3B89.02#496
3Claude Sonnet 488.41#207
4GLM-4 32B87.8#472
5GPT-4o85.98#357
6DeepSeek R185.98#262
7DeepSeek V385.37#329
8Qwen 2.5 32B Instruct85.37#509
9Llama 3.3 70B84.76#578
10Qwen 3 235B A22B Instruct84.76#336
11Gemini 2.5 Pro83.54#159
12Qwen 2.5 14B Instruct82.93#654
13Qwen 3 235B A22B82.32#323
14Qwen 3 30B A3B Instruct82.32#487
15Qwen 3 14B81.1#542

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=ecomstage-scenario-route · How It Works · Data refreshed daily, snapshot 2026-11-05.