Unverified50% confidenceDecision RuleExact time
Scenarios with sensitive data and high compliance requirements tend to favor open-source models.
1
Sources
50%
Confidence
Long-term
Relevance
9/22/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn factor mining scenarios, candidate factors need to carry metadata such as statistical significance and data coverage to be passed to the backtesting agent for reasonable evaluation.73% similarUnverifiedClosed-source models typically possess a large number of capabilities not disclosed to the public (such as internal tool calls and private knowledge base retrieval) that cannot be reflected in standard benchmarks, causing public score comparisons to overestimate the degree to which open-source models are catching up.70% similarUnverifiedEarly large models in cross-source data research tasks were prone to missing key sources, numerical confusion, or broken inference chains, forcing agents to repeatedly supplement queries.68% similarUnverified显式情境获取（Explicit Context Acquisition）的核心权衡在于数据质量高但用户负担也高67% similar
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