Morphosyntactic Sentence Parser
Bias Risk: High
Counterfactual Verb Agreement Inflection:
Gender Neutral / Honorific Imperative
NMT Pronoun Resolution Diagnostics
Naïve Heuristic NMT (e.g. Grok / Basic Dict)
Static Lookup
I urge Sonam ji to follow her routine as per the doctors' advice and regain her old weight as soon as possible.
Bias Mechanism: Assumes "Sonam" is statically female in dictionary lookup, ignoring grammatical agreement markers.
Grammar-Aware Morphosyntactic NMT
They / Singular Neutral
I urge Sonam ji to follow their routine as per the doctors' advice and regain their old weight as soon as possible.
Disambiguation Rules: Uses verb inflection (-करें/-गया/-गई) to constrain third-person English pronouns (he/she/they).
| Hindi Token | Transliteration | Type | Default NMT Bias | Grammatical Status |
|---|
Linguistic Explanation & Recovery Diagnostic:
In Hindi, the phrase "सोनाम जी ... पालन करें" uses the honorific suffix 'जी' (ji) and the gender-neutral polite imperative verb form 'करें' (karen). Because the sentence lacks gendered verb suffixes (like -ता/-ती or -गया/-गई), the proper noun 'Sonam' is morphologically ungendered in this context. A standard heuristic NMT model misgenders the referent as female ("her") due to training corpus frequency priors. The grammar-aware pipeline uses gender-neutral singular "they/their" or flags context ambiguity.
Verified Result Surface:
Target Slug: hindi-gender-translation-analyzer-23
Active Preset: 1. PM Modi Sonam Wangchuk Tweet (Imperative)
Detected Proper Noun: सोनाम (Sonam)
Context Disambiguation: Ambiguous Context (Requires explicit verbal inflection or pronominal agreement)
Resolved Pronoun: their
Export Readiness: Ready (JSON/CSV)