
hallucinations-nmt
Movie soundtrack. Symphonic orchestra, Chord Progression, Main theme, Viola solo, Clear Female vocals, Upbeat.
May 31st, 2024suno
Lyrics
[Verse]
In this work, we study hallucinations in Neural Machine Translation, which lie
at an extreme end on the spectrum of NMT pathologies.
[Chorus]
[aaaa aaaa hmm hallucinations aaaa aaaa]
[Chorus]
Firstly, we connect the phenomenon of hallucinations under source perturbation to the Long-Tail theory of Feldman, and present an empirically validated
hypothesis that explains hallucinations under source perturbation.
[Chorus]
[hmm hmm aaaa hallucinations hmm hmm aaaa]
[Chorus]
Secondly, we consider hallucinations under corpus-level noise, without any source perturbation and demonstrate
that two prominent types of natural hallucinations -- detached and oscillatory outputs could
be generated and explained through specific corpus-level noise patterns.
[Chorus]
[hmm aaaa aaaa hallucinations aaaa aaaa hmm]
[Chorus]
[Verse]
Finally, we elucidate the phenomenon of hallucination amplification in popular data-generation processes
such as Backtranslation and sequence-level Knowledge Distillation.
[Chorus]
[hmm aaaa hallucinations hmm hmm aaaa]
[Chorus]
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