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In the conceptual search tree for language model output generation, traversing from a parent node to one of its child nodes represents the action of appending a new token to the sequence represented by the parent node.
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Ch.5 Inference - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Comprehension in Revised Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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Breadth-First Search for Left-to-Right Token Generation
Root of the Search Tree as Input Representation
Expansion Step in Sequence Generation
In the process of generating an output, a language model considers two different candidate sequences:
Sequence A: 'The quick brown'andSequence B: 'A fast red'. Based on the conceptual model where token generation is a search through a tree, what is the most accurate statement regarding the positions of these two sequences within that tree?In the conceptual search tree for language model output generation, traversing from a parent node to one of its child nodes represents the action of appending a new token to the sequence represented by the parent node.
A language model is generating an output and has produced the following three candidate sequences:
S1: 'The cat sat',S2: 'The cat sat on', andS3: 'The dog ran'. According to the conceptual model of token generation as a search through a tree, which statement accurately describes the relationship between the nodes representing these sequences?Path in Decoding Search Tree as Output Sequence