MemoryCD (Electronics) - Item Ranking: leaderboard

Metric: NDCG@3 (0-1, times 100) of the model's ranking of candidate items by the user's expected interest, on MemoryCD's Electronics domain (94 users with long histories, their 3 most recent interactions each), the whole history concatenated into the prompt; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-560.4#91
2Gemini 2.5 Pro56.1#145
3Claude Opus 452.7#155
4Claude Sonnet 451.1#194
5GPT-5 Mini48.8#176
6Gemini 2.5 Flash44.7#237
7GPT-5 Nano35.7#415

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=memorycd-electronics-item-ranking · How It Works · Data refreshed daily, snapshot 2026-10-11.