Unverified50% confidenceFactExact time
EPOCH decouples search optimization from evidence adjudication, and counters false-positive findings that only hold under specific conditions through active falsification and independent replication.
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Long-term
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10/7/2026
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Related Claims
UnverifiedEach gold-standard contradiction is detectable on the basis of its evidence alone (recall 1.000), indicating no information gap at the data level and pointing to the retrieval stage rather than reasoning ability as the source of the problem.70% similarUnverifiedRetrieval gating can improve evidence utilization, but the net benefit depends on whether evidence recall can be maintained.67% similarUnverifiedA practical method for determining whether retrieval has failed is to examine the retrieved document chunks in isolation: if a human also cannot find the correct answer within them, the problem lies in retrieval rather than the model.67% similarUnverified先前的难负样本挖掘工作大多忽略非干扰项，只关注与查询的相似度，因而更易误选假负样本67% similarUnverifiedContinual Search continuously drives the LLM serving as judge to keep searching for unresolved diagnostic evidence through multiple rounds of iteration.66% similar
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