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![marcel_butucea Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::920542823354470400.png) Marcel Butucea [@marcel_butucea](/creator/twitter/marcel_butucea) on x 1526 followers
Created: 2025-07-24 18:15:02 UTC

New research reveals why LLMs hallucinate: they rely on 12B+ parameter patterns, not true reasoning. In finance? XX% of generated trades contain errors. 🤖 The flip side? Attention mechanisms resolve XX% of context ambiguities...

![](https://pbs.twimg.com/card_img/1948446845220388864/YRncEeKV?format=png&name=800x419)

**Related Topics**
[generated](/topic/generated)
[finance](/topic/finance)

[Post Link](https://x.com/marcel_butucea/status/1948446844792553918)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

marcel_butucea Avatar Marcel Butucea @marcel_butucea on x 1526 followers Created: 2025-07-24 18:15:02 UTC

New research reveals why LLMs hallucinate: they rely on 12B+ parameter patterns, not true reasoning. In finance? XX% of generated trades contain errors. 🤖 The flip side? Attention mechanisms resolve XX% of context ambiguities...

Related Topics generated finance

Post Link

post/tweet::1948446844792553918
/post/tweet::1948446844792553918