Yash dasgupta biography definition
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Large language models (LLMs) often hallucinate and lack the ability to provide attribution for their generations. Semi-parametric LMs, such as kNN-LM, approach these limitations by refining the output of an LM for a given prompt using its nearest neighbor matches in a non-parametric data store. However, these models often exhibit slow inference speeds and produce non-fluent texts. In this paper, we introduce Nearest Neighbor Speculative Decoding (NEST), a novel semi-parametric language modeling approach that is capable of incorporating real-world text spans of arbitrary length into the LM generations and providing attribution to their sources. NEST performs token-level retrieval at each inference step to compute a semi-parametric mixture distribution and identify promising span continuations in a corpus. It then uses an approximate speculative decoding procedure that accepts a prefix of the retrieved span or generates a new token. NEST significantly enhances the generation quality and attribution rate of the base LM across a variety of knowledge-intensive tasks, surpassing the conventional kNN-LM method and performing competitively with in-context retrieval augmentation. In addition, NEST substantially improves the generation speed, achieving a 1.8x speedup in inferen
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Abstract
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Keyword • Indian actor (born 1985) Not to be confused with Yash Gowda. Yash Dasgupta (born as Debashish Dasgupta;[5] 10 October 1985)[6] is an Indian actor, television personality, producer, politician who works in Bengali and Hindi entertainment industry. Starting his career from television dramas, he made his film debut in the 2016 Bengali film Gangster. In 2023, he made his Hindi film debut in Yaariyan 2.[7] He was listed as the most desirable man in the Calcutta Times list of Most Desirable men in 2014, 2015 and 2020.[citation needed] Dasgupta appeared in the TV soap operas Bojhena Se Bojhena and Na Aana Is Des Laado. In 2006 he won the Glam King title in the Unish Kuri Streax Glam Hunt held in Kolkata.[8] Dasgupta is also a politician and belongs to the Bharatiya Janata Party since 17 February 2021.[9] Yash Dasgupta was born to Dipak Dasgupta and Jayati Dasgupta. His real name is Debashish.[10] Daasguptaa won the Glam King title in the Unish Kuri Streax Glam Hunt held in Kolkata.[11] In 2007, he was first seen as a side hero in Pagol Premi, although it was not considered his debut film. Thereafter, he shift Yash Dasgupta
Early life
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[edit]Early career
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