Unverified50% confidenceOpinionExact time
The traceability of conversational answers remains an unresolved issue.
1
Sources
50%
Confidence
Long-term
Relevance
11/3/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedContinuing to correct things after signs of context overload appear in an old conversation often has little effect, because the problem lies in the context itself rather than in a particular answer.76% similarUnverifiedPushing in the opposite direction mainly converts refusals into confabulations, but originally correct answers remain unchanged.66% similarUnverifiedBenchmark scores are naturally biased toward first impressions in short conversations and cannot adequately reflect logical consistency and instruction-following precision in long-chain tasks.62% similarUnverifiedContext pollution is especially pronounced in long conversations: the model tends to stay consistent with its own earlier statements rather than starting afresh from the facts.60% similarUnverifiedSeparating the current valid state from conversation history and maintaining an independently updatable single source of truth is one approach to dealing with outdated context.60% similar
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