Aidin davoudi biography of michael jackson
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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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ዕምቈት ሳይንስ ሕዱር ፍልጠት ትግርኛ ትኹረት ኣብ ምስላታት, Asbi Kidanu Welu 2024 State of the Library, Nicole Branch, Melanie Sellar, and Lev Rickards 3D Printing Filament Producer: A Reverse 3D Printer, Jackson Mar, Adnesh Tondale, and Charles Wallace 9-Axis Motion Tracking to Aid Therapeutic Recovery via Visualization, Analysis and Progress Monitoring, Megan Wiser, Liam A'Hearn, Christopher Tamayo, and Liam Kelly File A Call for Solidarity: Standing with DACAmented & Dreamer Students at SCU, Vaishnavi Tatipamula, Jacklyn Alonzo Heredia, and Max Moeller A Christian Perspective on Happiness: Positive Psychology and Rahner’s Theology of Grace in the Quest for Meaning, Edwin Onyango Odhiambo Acknowledgments A Clinical Social Worker Reads Genesis 2:4b - 3:24: Enlisting Attachment Theory and Trauma Studies for an Alternative Interpretation of the Classic Genesis Story of the Fall, Christopher E. Alt A clinical trial of the Examen and mindfulness within a secular substance use disorder treatment program, Christopher M. Buenrostro and Thomas G. Plante A Conditional Defense of Shame and Shame Punishment, Erick Ramirez Addressing the Racial Wealth Divide Through Community-Led Social Change with Innovation Works, Chels |