Constrained Decoding Algorithm

A Constrained Decoding Algorithm is a text generation algorithm that restricts token selections to ensure output compliance with structural constraints.

• AKA: Controlled Decoding Algorithm, Guided Decoding Algorithm, Restricted Generation Algorithm, Constraint-Based Decoding Algorithm.
• Context:
  • It can typically modify Constrained Decoding Algorithm Probability Distributions by masking constrained decoding algorithm invalid tokens at each constrained decoding algorithm generation step.
  • It can typically utilize Constrained Decoding Algorithm Finite State Machines to track constrained decoding algorithm valid transitions during constrained decoding algorithm token generation.
  • It can typically convert Constrained Decoding Algorithm Schemas into constrained decoding algorithm context-free grammars for constrained decoding algorithm parse guidance.
  • It can typically maintain Constrained Decoding Algorithm Parse States to determine constrained decoding algorithm valid continuations based on constrained decoding algorithm generated prefixes.
  • It can typically achieve Constrained Decoding Algorithm Guaranteed Validity for constrained decoding algorithm structured outputs without constrained decoding algorithm post-processing.
  • It can typically optimize Constrained Decoding Algorithm Performance through constrained decoding algorithm compressed representations and constrained decoding algorithm efficient lookups.
  • It can typically support Constrained Decoding Algorithm Complex Patterns including constrained decoding algorithm nested structures and constrained decoding algorithm recursive definitions.
  • It can often enable Constrained Decoding Algorithm Speculative Decoding by predicting constrained decoding algorithm deterministic tokens without constrained decoding algorithm model invocations.
  • It can often integrate with Constrained Decoding Algorithm Language Models through constrained decoding algorithm logit manipulation or constrained decoding algorithm API interfaces.
  • It can often handle Constrained Decoding Algorithm Edge Cases including constrained decoding algorithm tokenization boundarys and constrained decoding algorithm whitespace handling.
  • ...
  • It can range from being a Grammar-Based Constrained Decoding Algorithm to being a Mask-Based Constrained Decoding Algorithm, depending on its constrained decoding algorithm enforcement method.
  • It can range from being a Strict Constrained Decoding Algorithm to being a Soft Constrained Decoding Algorithm, depending on its constrained decoding algorithm constraint rigidity.
  • It can range from being a Single-Pass Constrained Decoding Algorithm to being a Multi-Pass Constrained Decoding Algorithm, depending on its constrained decoding algorithm generation strategy.
  • It can range from being a Static Constrained Decoding Algorithm to being a Adaptive Constrained Decoding Algorithm, depending on its constrained decoding algorithm runtime flexibility.
  • ...
• Example(s):
  • Grammar-Based Constrained Decoding Algorithms, such as:
    • CFG-Based Constrained Decoding Algorithms, such as:
      • JSON Constrained Decoding Algorithm for constrained decoding algorithm JSON generation.
      • XML Constrained Decoding Algorithm for constrained decoding algorithm XML generation.
  • FSM-Based Constrained Decoding Algorithms, such as:
    • Regular Expression Constrained Decoding Algorithm for constrained decoding algorithm pattern matching.
    • Template Constrained Decoding Algorithm for constrained decoding algorithm fixed structures.
  • Specialized Constrained Decoding Algorithms, such as:
    • Code Constrained Decoding Algorithm for constrained decoding algorithm syntax correctness.
    • Formula Constrained Decoding Algorithm for constrained decoding algorithm mathematical expressions.
  • ...
• Counter-Example(s):
  • Beam Search Algorithm, which lacks constrained decoding algorithm structural enforcement.
  • Greedy Decoding Algorithm, which lacks constrained decoding algorithm constraint awareness.
  • Sampling Algorithm, which lacks constrained decoding algorithm validity guarantees.
• See: Text Generation Algorithm, Decoding Strategy, Context-Free Grammar, Finite State Machine, Token Generation Process, Structured Generation Framework, Language Model Inference, Probability Distribution, Parse Tree.

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