Fact · Languages and accents
The Svarah authors say Indian speakers are very poorly represented in existing English speech recognition benchmarks such as LibriSpeech and Switchboard.
Checked against its source on October 17, 2026
In the source's own words
“Indian speakers find a very poor representation in existing English ASR benchmarks such as LibriSpeech”
Svarah: Evaluating English ASR Systems on Indian Accents, Tahir Javed et al., arXiv, 2023, Abstract.
Open the original- What it measures
- The authors built Svarah because the standard English test sets are mostly recorded by native speakers, so a score on them says little about Indian accents.
- What it does not show
- This is the authors' statement about the benchmarks they chose to compare. It says nothing by itself about how any one product performs.