MMLU Pro

General knowledge benchmark across domains (1400 subsampled problems) used to evaluate capability preservation

Neighborhood — ranked by edge-count

paper

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

MMLU Benchmarkmethod0.830
Used to measure general capability preservation after steering interventions
Mit Media Labinstitute0.700
Modulaframework0.699
Language by Wirth that incorporated monitor concepts; referenced for monitor expressivity.
Modula-2 Programming Languageframework0.685
Multilayer Perceptronframework0.680
Multi-layer Perceptron (MLP)method0.679
Feed-forward neural network with hidden layers, capable of representing non-linearly separable functions.
PDP Labinstitute0.675
Provided funding and discussion venue for this work
Parlogframework0.665
A concurrent logic language featured prominently in recent ACM literature; used as a primary comparison point for Linda.