4 D.3.1. Public act of acknowledgement of responsibility ........................................ 92 D.3.2. Publication of the judgment ................................................................... 92 D.4. Guarantees of non-repetition ............................................................................ 92 D.4.1. Training for members of the Guatemalan Army ........................................ 93 D.4.2. Strengthening the capacity of the Judiciary and the Public Prosecutor’s Office to investigate the facts and punish those responsible .......................................... 93 D.4.3. Education program on non-discrimination ................................................ 94 D.4.4. Strengthening of mechanisms against racial and ethnic discrimination ......... 95 E. Compensation: pecuniary and non-pecuniary damage ............................................... 95 F. Costs and expenses ............................................................................................... 98 G. Method of compliance with the payments ordered ..................................................... 99 XI. OPERATIVE PARAGRAPHS .............................................. ¡Error! Marcador no definido.