[KongchangAI]
Unverified50% confidenceBenchmarkExact time

In the ablation study, when no data is used and only parametric memory is relied on, even the best model performs poorly; after providing early-quarter data, performance improves by about 25 percentage points; but there is still a 12-16 percentage point gap from using the latest data.

1
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50%
Confidence
Long-term
Relevance
10/12/2026
First Seen

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