EComStage - Solution Decision: 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 Solution Decision using Task Score (%). Source: the original paper result table.

Metric: Task Score (%). Source: arxiv.org. Saturation forecast: Around February 2027. 33 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 30B A3B Instruct94.25#487
2Qwen 3 235B A22B Instruct89.94#336
3Qwen 3 235B A22B87.47#323
4Gemini 2.5 Pro87.06#159
5Qwen 2.5 72B Instruct87.06#469
6Qwen 3 8B85.01#678
7Qwen 3 4B Instruct84.8#661
8Qwen 3 30B A3B81.72#496
9InternVL3-14B81.11#506
10Qwen 2.5 14B Instruct80.9#654
11GPT-4o79.47#357
12Qwen 2.5 1.5B Instruct78.85#1393
13GPT-OSS-120B78.23#346
14Qwen 3 4B78.23#834
15Qwen 2.5 3B Instruct77.62#1159

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

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