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Update: I finally got my model to stop hallucinating dates by adding a simple time-step check after 3 failed runs.
I kept seeing people train models on historical event data without any temporal grounding, which leads to stuff like the 'fall of Rome' being generated as happening in 1066, so I built a basic validation layer that cross-references event chains against a simple timeline table, and it cut date errors by like 80% in my tests.
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hannahs711mo ago
Feel your pain on the date hallucinations. That timeline cross-check is a smart, simple fix for a super annoying problem. Glad you found something that works.
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the_joseph1mo ago
Yeah, that timeline trick is a total lifesaver. I was losing my mind over wrong dates until I started doing the same thing. Such a simple fix for a problem that feels huge.
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