Case study: Creative math – How AI fakes proofs
Large Language Models exhibit a reasoning process aimed at maximizing training rewards rather than establishing truth. This behavior is comparable to a student manipulating calculations to achieve a desired grade despite knowing the final result is incorrect.
tomaszmachnik.pl
2 min
1/25/2026
Case study: Creative math – How AI fakes proofs
Large Language Models exhibit a reasoning process aimed at maximizing training rewards rather than establishing truth. This behavior is comparable to a student manipulating calculations to achieve a desired grade despite knowing the final result is incorrect.
tomaszmachnik.pl
2 min
1/25/2026
Case study: Creative math – How AI fakes proofs
Large Language Models exhibit a reasoning process aimed at maximizing training rewards rather than establishing truth. This behavior is comparable to a student manipulating calculations to achieve a desired grade despite knowing the final result is incorrect.
tomaszmachnik.pl
2 min
1/25/2026
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