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Common
                 Term                                           Plain-language explanation
                                 abbreviation

              Benchmark                              Test material leaking into training data, so that a score
                                        -
             contamination                                       overstates real generalization.

                                                  A document summarizing intended uses, testing, limits, and
              Model card                -
                                                                          measures.

                                                      A document some providers publish about the whole
              System card               -
                                                     system and its testing; there is no single global format.

                                                   A document describing why a dataset was collected, how it
               Datasheet                -
                                                            is composed, and how it should be used.

               Reference                             Representative local cases used to compare tools and
                                        -
             evaluation set                                             detect change.

                                                     A small repeated test rerun after an update to detect a
             Regression test            -
                                                                      change in behavior.

                                                     A classification of failure types that guides the remedy
            Error taxonomy              -
                                                                  rather than only the score.

                                                   How well a stated confidence or probability matches actual
               Calibration              -
                                                                           accuracy.

                                                    How well performance holds up when the input changes:
              Robustness                -
                                                   different phrasing, noise, a longer file, or an unusual case.

                                                       The ability of a system to decline to claim when the
               Abstention               -
                                                                   information is insufficient.

                                                   Choosing a different model or tool according to the type of
             Model routing              -
                                                                             task.

                                                   Putting the same task to systems from different providers
             Triangulation              -          and treating the point of disagreement, not the agreement,
                                                               as the signal that needs checking.

              Total cost of                          The cost of purchase, integration, operation, training,
                                      TCO
               ownership                                               support, and exit.

                                                     The ability to repeat an experiment under documented
             Reproducibility            -
                                                             conditions and obtain a similar result.



           “The right tool is not the best known or the largest. It is the system that succeeds at your

           task, with your data, in your language, under your constraints, and whose results you can
           explain, verify, and stop when you need to.”






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