Cross-lingual C*ST*RD: English Access to Hindi 2025

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A Cross-Lingual Language Model (XLM) is an artificial intelligence (AI) that can understand, interpret, and generate text in multiple languages.
Hindi and Urdu have a common form known as Hindustani, which is a Hindi-Urdu mixed language. Historical and cultural processes and the linguistic affinity that exists in Indian languages led to the emergence of Hindi-Urdu or so-called Hindustani as the lingua franca of major areas of India long before its independence.
In the context of written language, Hinglish colloquially refers to Romanized Hindi Hindustani written in English alphabet (that is, using Roman script instead of the traditional Devanagari or Nastaliq), often also mixed with English words or phrases.
In English, we refer to Hindi as Hindi itself. The term Hindi is used internationally to denote the language spoken in India and is recognized as one of the 22 scheduled languages of India. Hindi, as a language, has its roots in Sanskrit, one of the oldest languages in the world.
cross-lingual question answering: In the multilingual setting, QA pairs exist for multiple languages in a one-to-one mapping. On the other hand, in cross-lingual QA questions may have answers in any language, creating a one-to-many mapping.