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nlp-shap 0.1.16
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nlp-shap 0.1.16

Guides

  • Getting started
  • Using estimand aggregators
  • Using the exact estimator
  • Using approximate estimators
  • Using value functions
  • End-to-end explain pipeline
  • Generative backends
  • Configuration
  • Extending nlp-shap
  • Masking views
  • Runtime core
  • Visualization
  • Business and compliance applications

Theory

  • Cooperative games
  • Shapley values and axioms
  • Estimands: Shapley vs Banzhaf
  • Exact estimation
  • Approximate estimation
  • Value functions and normalizers
  • Masking
  • Runtime core

Reference

  • Release notes
  • Examples
    • Shapley vs Banzhaf on toy cooperative games
    • Coalition masking and absence policies
    • Runtime archive, deduplication, and async scheduling
    • Exact estimation with estimand plugins
    • Estimator comparison: budget, variance, and accuracy
    • Token attribution visualization
    • End-to-end text explainability
  • API reference
    • Domain types
    • Protocols
    • Plugins
    • Pipeline configuration
    • Masking
    • Runtime
    • Estimand aggregators and estimation
    • Value functions
    • Backends
    • Visualization
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