IndicContextEval - Named Entity Error Rate: leaderboard

Metric: Named entity error rate (%): share of reference named entities missing or wrongly transcribed, with only the target language given (L1); 56 hours of natural read and extempore speech from 555 speakers in 8 Indian languages (Hindi, Bengali, Telugu, Marathi, Gujarati, Malayalam, Odia, Urdu) and 23 professional domains, native-script output; lower is better. Source: arxiv.org. Saturation forecast: Around December 2026. 5 models tracked.

Top models

#ModelScore
1Gemini 3 Flash25.85
2Gemma 3n E4B35.5

Interactive version: theaggregate.ai/benchmark?slug=indiccontexteval-named-entity-error-rate · How It Works · Data refreshed daily, snapshot 2026-09-29.