AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Updates language-model knowledge while limiting interference with retained facts. Parameter changes are projected into a null space associated with preserved knowledge, supported by analysis and sequential-editing experiments.

Updates language-model knowledge while limiting interference with retained facts. Parameter changes are projected into a null space associated with preserved knowledge, supported by analysis and sequential-editing experiments.

When reading the original paper, identify its problem, inputs, outputs, and methodological assumptions.

Updates language-model knowledge while limiting interference with retained facts. Parameter changes are projected into a null space associated with preserved knowledge, supported by analysis and sequential-editing experiments.

Check the baselines, datasets, evaluation protocol, and ablations in the original paper. This directory overview does not provide an independent evaluation or experimental results table.