Fact · Dictation software
In the HyPoradise benchmark, a large language model can correct words that are missing from the recognizer's N-best list, because it generates text rather than only choosing among candidates.
Checked against its source on October 16, 2026
In the source's own words
“LLM with reasonable prompt and its generative capability can even correct those tokens that are missing in N-best list”
HyPoradise: An Open Baseline for Generative Speech Recognition with Large Language Models, Chen Chen et al., arXiv (NeurIPS 2023 dataset track), 2023, Abstract, final sentences.
Open the original- What it measures
- The benchmark pairs more than 334,000 N-best hypothesis lists with accurate transcripts and compares language-model correction with reranking.
- What it does not show
- A research benchmark on recognizer output, not a measure of any commercial app. It shows the capability exists, not how often an app changes your words.
Source
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