base_model,stage,task,greedy,sampling MixtureVitae-1.7B,base,AIME24,0.0,3.3 MixtureVitae-1.7B,base,AIME25,10.0,8.3 MixtureVitae-1.7B,base,AMC23,30.0,25.6 MixtureVitae-1.7B,base,MATH500,45.8,34.6 MixtureVitae-1.7B,base,GPQADiamond,26.8,27.3 MixtureVitae-1.7B,base,JEEBench,9.3,10.2 MixtureVitae-1.7B,SFT-Tulu3,AIME24,0.0,0.8 MixtureVitae-1.7B,SFT-Tulu3,AIME25,0.0,0.0 MixtureVitae-1.7B,SFT-Tulu3,AMC23,2.5,6.2 MixtureVitae-1.7B,SFT-Tulu3,MATH500,35.0,32.0 MixtureVitae-1.7B,SFT-Tulu3,GPQADiamond,24.2,27.8 MixtureVitae-1.7B,SFT-Tulu3,JEEBench,6.9,8.3 MixtureVitae-1.7B,DPO-Tulu3,AIME24,0.0,0.8 MixtureVitae-1.7B,DPO-Tulu3,AIME25,0.0,0.0 MixtureVitae-1.7B,DPO-Tulu3,AMC23,7.5,13.1 MixtureVitae-1.7B,DPO-Tulu3,MATH500,35.0,33.6 MixtureVitae-1.7B,DPO-Tulu3,GPQADiamond,23.7,27.8 MixtureVitae-1.7B,DPO-Tulu3,JEEBench,7.1,8.5 MixtureVitae-1.7B,OT3,AIME24,3.3,11.7 MixtureVitae-1.7B,OT3,AIME25,13.3,10.0 MixtureVitae-1.7B,OT3,AMC23,25.0,47.5 MixtureVitae-1.7B,OT3,MATH500,41.8,69.8 MixtureVitae-1.7B,OT3,GPQADiamond,25.8,28.3 MixtureVitae-1.7B,OT3,JEEBench,7.1,20.6 MixtureVitae-1.7B,OT3+SFT,AIME24,6.7,10.0 MixtureVitae-1.7B,OT3+SFT,AIME25,10.0,19.2 MixtureVitae-1.7B,OT3+SFT,AMC23,20.0,42.5 MixtureVitae-1.7B,OT3+SFT,MATH500,41.8,70.2 MixtureVitae-1.7B,OT3+SFT,GPQADiamond,26.3,32.8 MixtureVitae-1.7B,OT3+SFT,JEEBench,4.7,19.0 MixtureVitae-1.7B,OT3+DPO,AIME24,6.7,5.8 MixtureVitae-1.7B,OT3+DPO,AIME25,3.3,3.3 MixtureVitae-1.7B,OT3+DPO,AMC23,17.5,21.9 MixtureVitae-1.7B,OT3+DPO,MATH500,44.0,36.4 MixtureVitae-1.7B,OT3+DPO,GPQADiamond,23.7,28.3 MixtureVitae-1.7B,OT3+DPO,JEEBench,11.6,11.9 MixtureVitae-1.7B,SR,AIME24,3.3,4.2 MixtureVitae-1.7B,SR,AIME25,6.7,5.8 MixtureVitae-1.7B,SR,AMC23,20.0,31.2 MixtureVitae-1.7B,SR,MATH500,45.4,50.8 MixtureVitae-1.7B,SR,GPQADiamond,28.8,22.2 MixtureVitae-1.7B,SR,JEEBench,5.3,9.2 MixtureVitae-1.7B,SR+SFT,AIME24,3.3,4.2 MixtureVitae-1.7B,SR+SFT,AIME25,6.7,10.8 MixtureVitae-1.7B,SR+SFT,AMC23,22.5,26.2 MixtureVitae-1.7B,SR+SFT,MATH500,44.2,52.4 MixtureVitae-1.7B,SR+SFT,GPQADiamond,21.2,22.2 MixtureVitae-1.7B,SR+SFT,JEEBench,4.7,9.0 MixtureVitae-1.7B,SR+DPO,AIME24,3.3,3.3 MixtureVitae-1.7B,SR+DPO,AIME25,0.0,3.3 MixtureVitae-1.7B,SR+DPO,AMC23,15.0,28.1 MixtureVitae-1.7B,SR+DPO,MATH500,41.2,54.0 MixtureVitae-1.7B,SR+DPO,GPQADiamond,21.2,24.7 MixtureVitae-1.7B,SR+DPO,JEEBench,5.3,8.2 MixtureVitae-1.7B,NC,AIME24,3.3,12.5 MixtureVitae-1.7B,NC,AIME25,10.0,14.2 MixtureVitae-1.7B,NC,AMC23,32.5,42.5 MixtureVitae-1.7B,NC,MATH500,56.4,69.6 MixtureVitae-1.7B,NC,GPQADiamond,29.3,29.3 MixtureVitae-1.7B,NC,JEEBench,9.9,18.6 MixtureVitae-1.7B,NC+SFT,AIME24,3.3,9.2 MixtureVitae-1.7B,NC+SFT,AIME25,10.0,15.0 MixtureVitae-1.7B,NC+SFT,AMC23,27.5,46.9 MixtureVitae-1.7B,NC+SFT,MATH500,55.6,69.2 MixtureVitae-1.7B,NC+SFT,GPQADiamond,23.7,33.3 MixtureVitae-1.7B,NC+SFT,JEEBench,8.9,22.1 MixtureVitae-1.7B,NC+DPO,AIME24,6.7,9.2 MixtureVitae-1.7B,NC+DPO,AIME25,13.3,16.7 MixtureVitae-1.7B,NC+DPO,AMC23,22.5,48.1 MixtureVitae-1.7B,NC+DPO,MATH500,57.0,68.6 MixtureVitae-1.7B,NC+DPO,GPQADiamond,24.2,31.3 MixtureVitae-1.7B,NC+DPO,JEEBench,8.6,21.3 MixtureVitae-1.7B,AR,AIME24,3.3,9.2 MixtureVitae-1.7B,AR,AIME25,10.0,13.3 MixtureVitae-1.7B,AR,AMC23,30.0,43.1 MixtureVitae-1.7B,AR,MATH500,59.2,68.4 MixtureVitae-1.7B,AR,GPQADiamond,23.2,28.8 MixtureVitae-1.7B,AR,JEEBench,11.2,23.7 MixtureVitae-1.7B,AR+SFT,AIME24,6.7,9.2 MixtureVitae-1.7B,AR+SFT,AIME25,10.0,14.2 MixtureVitae-1.7B,AR+SFT,AMC23,27.5,46.9 MixtureVitae-1.7B,AR+SFT,MATH500,56.0,70.2 MixtureVitae-1.7B,AR+SFT,GPQADiamond,23.2,26.3 MixtureVitae-1.7B,AR+SFT,JEEBench,8.7,20.9 MixtureVitae-1.7B,AR+DPO,AIME24,3.3,13.3 MixtureVitae-1.7B,AR+DPO,AIME25,13.3,16.7 MixtureVitae-1.7B,AR+DPO,AMC23,27.5,40.0 MixtureVitae-1.7B,AR+DPO,MATH500,58.6,69.4 MixtureVitae-1.7B,AR+DPO,GPQADiamond,30.8,30.8 MixtureVitae-1.7B,AR+DPO,JEEBench,10.7,19.8 MixtureVitae-1.7B-300B-woOT3,OT3,AIME24,0.0,0.0 MixtureVitae-1.7B-300B-woOT3,OT3,AIME25,6.7,0.0 MixtureVitae-1.7B-300B-woOT3,OT3,AMC23,20.0,17.5 MixtureVitae-1.7B-300B-woOT3,OT3,MATH500,45.0,38.0 MixtureVitae-1.7B-300B-woOT3,OT3,GPQADiamond,27.3,28.8 MixtureVitae-1.7B-300B-woOT3,OT3,JEEBench,11.4,11.0 MixtureVitae-1.7B-100B,OT3,AIME24,0.0,0.8 MixtureVitae-1.7B-100B,OT3,AIME25,3.3,0.0 MixtureVitae-1.7B-100B,OT3,AMC23,12.5,7.5 MixtureVitae-1.7B-100B,OT3,MATH500,31.0,29.2 MixtureVitae-1.7B-100B,OT3,GPQADiamond,24.7,26.8 MixtureVitae-1.7B-100B,OT3,JEEBench,7.8,9.4 MixtureVitae-1.7B-100B,OT3+SFT,AIME24,0.0,1.7 MixtureVitae-1.7B-100B,OT3+SFT,AIME25,0.0,5.8 MixtureVitae-1.7B-100B,OT3+SFT,AMC23,15.0,24.4 MixtureVitae-1.7B-100B,OT3+SFT,MATH500,27.6,49.8 MixtureVitae-1.7B-100B,OT3+SFT,GPQADiamond,26.8,26.3 MixtureVitae-1.7B-100B,OT3+SFT,JEEBench,1.9,10.2 MixtureVitae-1.7B-100B,OT3+DPO,AIME24,0.0,2.5 MixtureVitae-1.7B-100B,OT3+DPO,AIME25,3.3,0.0 MixtureVitae-1.7B-100B,OT3+DPO,AMC23,17.5,23.1 MixtureVitae-1.7B-100B,OT3+DPO,MATH500,29.2,50.0 MixtureVitae-1.7B-100B,OT3+DPO,GPQADiamond,25.3,24.2 MixtureVitae-1.7B-100B,OT3+DPO,JEEBench,3.0,10.0 MixtureVitae-1.7B-100B-woOT3,OT3,AIME24,3.3,0.0 MixtureVitae-1.7B-100B-woOT3,OT3,AIME25,0.0,0.0 MixtureVitae-1.7B-100B-woOT3,OT3,AMC23,15.0,6.9 MixtureVitae-1.7B-100B-woOT3,OT3,MATH500,35.6,28.2 MixtureVitae-1.7B-100B-woOT3,OT3,GPQADiamond,26.3,27.8 MixtureVitae-1.7B-100B-woOT3,OT3,JEEBench,5.8,8.6 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,AIME24,3.3,0.0 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,AIME25,0.0,3.3 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,AMC23,0.0,18.1 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,MATH500,8.6,35.0 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,GPQADiamond,25.3,28.3 MixtureVitae-1.7B-100B-woOT3,OT3+SFT,JEEBench,0.6,6.8 Comma0.1-1.7B,SFT-Tulu3,AIME24,0.0,0.0 Comma0.1-1.7B,SFT-Tulu3,AIME25,0.0,0.0 Comma0.1-1.7B,SFT-Tulu3,AMC23,2.5,1.9 Comma0.1-1.7B,SFT-Tulu3,MATH500,1.8,2.2 Comma0.1-1.7B,SFT-Tulu3,GPQADiamond,20.2,28.3 Comma0.1-1.7B,SFT-Tulu3,JEEBench,4.4,5.9 Comma0.1-1.7B,OT3+SFT,AIME24,0.0,0.0 Comma0.1-1.7B,OT3+SFT,AIME25,0.0,0.0 Comma0.1-1.7B,OT3+SFT,AMC23,0.0,0.0 Comma0.1-1.7B,OT3+SFT,MATH500,0.0,2.0 Comma0.1-1.7B,OT3+SFT,GPQADiamond,24.7,29.8 Comma0.1-1.7B,OT3+SFT,JEEBench,0.0,2.3 Comma0.1-1.7B,OT3+DPO,AIME24,0.0,0.0 Comma0.1-1.7B,OT3+DPO,AIME25,0.0,0.0 Comma0.1-1.7B,OT3+DPO,AMC23,0.0,1.2 Comma0.1-1.7B,OT3+DPO,MATH500,0.8,1.2 Comma0.1-1.7B,OT3+DPO,GPQADiamond,29.8,27.8 Comma0.1-1.7B,OT3+DPO,JEEBench,4.1,6.0 Comma0.1-1.7B,SR+SFT,AIME24,0.0,0.0 Comma0.1-1.7B,SR+SFT,AIME25,0.0,0.0 Comma0.1-1.7B,SR+SFT,AMC23,0.0,0.0 Comma0.1-1.7B,SR+SFT,MATH500,1.2,1.6 Comma0.1-1.7B,SR+SFT,GPQADiamond,20.2,25.8 Comma0.1-1.7B,SR+SFT,JEEBench,1.4,2.9 Comma0.1-1.7B,SR+DPO,AIME24,0.0,0.0 Comma0.1-1.7B,SR+DPO,AIME25,0.0,0.0 Comma0.1-1.7B,SR+DPO,AMC23,0.0,0.0 Comma0.1-1.7B,SR+DPO,MATH500,0.8,2.0 Comma0.1-1.7B,SR+DPO,GPQADiamond,20.2,22.2 Comma0.1-1.7B,SR+DPO,JEEBench,1.5,3.5 Comma0.1-1.7B,NC+SFT,AIME24,0.0,0.0 Comma0.1-1.7B,NC+SFT,AIME25,0.0,0.8 Comma0.1-1.7B,NC+SFT,AMC23,0.0,3.1 Comma0.1-1.7B,NC+SFT,MATH500,1.0,1.8 Comma0.1-1.7B,NC+SFT,GPQADiamond,28.8,21.7 Comma0.1-1.7B,NC+SFT,JEEBench,1.7,8.3 Comma0.1-1.7B,NC+DPO,AIME24,0.0,0.0 Comma0.1-1.7B,NC+DPO,AIME25,0.0,0.0 Comma0.1-1.7B,NC+DPO,AMC23,0.0,1.2 Comma0.1-1.7B,NC+DPO,MATH500,1.0,1.4 Comma0.1-1.7B,NC+DPO,GPQADiamond,25.3,24.2 Comma0.1-1.7B,NC+DPO,JEEBench,1.3,6.6 Comma0.1-1.7B,AR+SFT,AIME24,0.0,0.0 Comma0.1-1.7B,AR+SFT,AIME25,0.0,0.0 Comma0.1-1.7B,AR+SFT,AMC23,2.5,0.0 Comma0.1-1.7B,AR+SFT,MATH500,1.2,1.6 Comma0.1-1.7B,AR+SFT,GPQADiamond,28.3,29.3 Comma0.1-1.7B,AR+SFT,JEEBench,2.6,8.7 Comma0.1-1.7B,AR+DPO,AIME24,0.0,0.0 Comma0.1-1.7B,AR+DPO,AIME25,0.0,0.0 Comma0.1-1.7B,AR+DPO,AMC23,0.0,0.0 Comma0.1-1.7B,AR+DPO,MATH500,1.4,3.2 Comma0.1-1.7B,AR+DPO,GPQADiamond,25.3,20.7 Comma0.1-1.7B,AR+DPO,JEEBench,1.4,7.6 FineWebEdu-1.7B,SFT-Tulu3,AIME24,0.0,0.0 FineWebEdu-1.7B,SFT-Tulu3,AIME25,0.0,0.0 FineWebEdu-1.7B,SFT-Tulu3,AMC23,2.5,1.9 FineWebEdu-1.7B,SFT-Tulu3,MATH500,1.8,1.4 FineWebEdu-1.7B,SFT-Tulu3,GPQADiamond,27.3,29.8 FineWebEdu-1.7B,SFT-Tulu3,JEEBench,3.0,3.8 FineWebEdu-1.7B,OT3+SFT,AIME24,0.0,0.0 FineWebEdu-1.7B,OT3+SFT,AIME25,0.0,0.0 FineWebEdu-1.7B,OT3+SFT,AMC23,0.0,0.6 FineWebEdu-1.7B,OT3+SFT,MATH500,0.2,0.6 FineWebEdu-1.7B,OT3+SFT,GPQADiamond,23.2,24.2 FineWebEdu-1.7B,OT3+SFT,JEEBench,0.0,1.3 FineWebEdu-1.7B,SR+SFT,AIME24,0.0,0.0 FineWebEdu-1.7B,SR+SFT,AIME25,0.0,0.0 FineWebEdu-1.7B,SR+SFT,AMC23,0.0,0.0 FineWebEdu-1.7B,SR+SFT,MATH500,0.4,1.4 FineWebEdu-1.7B,SR+SFT,GPQADiamond,25.3,26.8 FineWebEdu-1.7B,SR+SFT,JEEBench,1.4,2.8 FineWebEdu-1.7B,SR+DPO,AIME24,0.0,0.0 FineWebEdu-1.7B,SR+DPO,AIME25,0.0,0.0 FineWebEdu-1.7B,SR+DPO,AMC23,2.5,0.6 FineWebEdu-1.7B,SR+DPO,MATH500,0.8,1.6 FineWebEdu-1.7B,SR+DPO,GPQADiamond,23.7,25.8 FineWebEdu-1.7B,SR+DPO,JEEBench,1.7,4.1 FineWebEdu-1.7B,NC+SFT,AIME24,0.0,0.0 FineWebEdu-1.7B,NC+SFT,AIME25,3.3,0.0 FineWebEdu-1.7B,NC+SFT,AMC23,2.5,2.5 FineWebEdu-1.7B,NC+SFT,MATH500,0.6,1.6 FineWebEdu-1.7B,NC+SFT,GPQADiamond,25.8,22.2 FineWebEdu-1.7B,NC+SFT,JEEBench,2.3,6.6 FineWebEdu-1.7B,NC+DPO,AIME24,0.0,0.0 FineWebEdu-1.7B,NC+DPO,AIME25,0.0,0.0 FineWebEdu-1.7B,NC+DPO,AMC23,0.0,1.2 FineWebEdu-1.7B,NC+DPO,MATH500,0.4,2.0 FineWebEdu-1.7B,NC+DPO,GPQADiamond,22.7,18.7 FineWebEdu-1.7B,NC+DPO,JEEBench,1.6,7.0 FineWebEdu-1.7B,AR+SFT,AIME24,0.0,0.0 FineWebEdu-1.7B,AR+SFT,AIME25,0.0,1.7 FineWebEdu-1.7B,AR+SFT,AMC23,0.0,1.9 FineWebEdu-1.7B,AR+SFT,MATH500,0.6,1.8 FineWebEdu-1.7B,AR+SFT,GPQADiamond,25.8,19.7 FineWebEdu-1.7B,AR+SFT,JEEBench,2.6,6.3 FineWebEdu-1.7B,AR+DPO,AIME24,0.0,0.0 FineWebEdu-1.7B,AR+DPO,AIME25,0.0,0.0 FineWebEdu-1.7B,AR+DPO,AMC23,0.0,1.2 FineWebEdu-1.7B,AR+DPO,MATH500,1.2,2.0 FineWebEdu-1.7B,AR+DPO,GPQADiamond,18.2,20.2 FineWebEdu-1.7B,AR+DPO,JEEBench,1.8,7.9 NemotronHQ-1.7B,SFT-Tulu3,AIME24,0.0,0.0 NemotronHQ-1.7B,SFT-Tulu3,AIME25,0.0,0.0 NemotronHQ-1.7B,SFT-Tulu3,AMC23,5.0,1.2 NemotronHQ-1.7B,SFT-Tulu3,MATH500,0.8,2.2 NemotronHQ-1.7B,SFT-Tulu3,GPQADiamond,27.8,28.3 NemotronHQ-1.7B,SFT-Tulu3,JEEBench,2.4,3.7 NemotronHQ-1.7B,OT3+SFT,AIME24,0.0,0.0 NemotronHQ-1.7B,OT3+SFT,AIME25,0.0,0.0 NemotronHQ-1.7B,OT3+SFT,AMC23,0.0,0.0 NemotronHQ-1.7B,OT3+SFT,MATH500,0.0,0.2 NemotronHQ-1.7B,OT3+SFT,GPQADiamond,24.7,25.3 NemotronHQ-1.7B,OT3+SFT,JEEBench,0.2,1.2 NemotronHQ-1.7B,OT3+DPO,AIME24,0.0,0.0 NemotronHQ-1.7B,OT3+DPO,AIME25,0.0,0.0 NemotronHQ-1.7B,OT3+DPO,AMC23,0.0,0.0 NemotronHQ-1.7B,OT3+DPO,MATH500,1.0,0.8 NemotronHQ-1.7B,OT3+DPO,GPQADiamond,26.8,24.2 NemotronHQ-1.7B,OT3+DPO,JEEBench,2.3,5.0 NemotronHQ-1.7B,SR+SFT,AIME24,0.0,0.0 NemotronHQ-1.7B,SR+SFT,AIME25,0.0,0.0 NemotronHQ-1.7B,SR+SFT,AMC23,0.0,0.0 NemotronHQ-1.7B,SR+SFT,MATH500,0.6,1.0 NemotronHQ-1.7B,SR+SFT,GPQADiamond,22.7,24.2 NemotronHQ-1.7B,SR+SFT,JEEBench,2.4,2.6 NemotronHQ-1.7B,SR+DPO,AIME24,0.0,0.0 NemotronHQ-1.7B,SR+DPO,AIME25,0.0,0.0 NemotronHQ-1.7B,SR+DPO,AMC23,0.0,0.0 NemotronHQ-1.7B,SR+DPO,MATH500,0.6,1.2 NemotronHQ-1.7B,SR+DPO,GPQADiamond,22.7,22.2 NemotronHQ-1.7B,SR+DPO,JEEBench,3.0,3.0 NemotronHQ-1.7B,NC+SFT,AIME24,0.0,0.0 NemotronHQ-1.7B,NC+SFT,AIME25,0.0,0.0 NemotronHQ-1.7B,NC+SFT,AMC23,0.0,1.9 NemotronHQ-1.7B,NC+SFT,MATH500,0.8,2.2 NemotronHQ-1.7B,NC+SFT,GPQADiamond,24.2,27.8 NemotronHQ-1.7B,NC+SFT,JEEBench,1.6,6.3 NemotronHQ-1.7B,NC+DPO,AIME24,0.0,0.0 NemotronHQ-1.7B,NC+DPO,AIME25,0.0,0.0 NemotronHQ-1.7B,NC+DPO,AMC23,0.0,0.0 NemotronHQ-1.7B,NC+DPO,MATH500,0.8,1.0 NemotronHQ-1.7B,NC+DPO,GPQADiamond,27.8,26.3 NemotronHQ-1.7B,NC+DPO,JEEBench,1.7,5.2 NemotronHQ-1.7B,AR+SFT,AIME24,0.0,0.0 NemotronHQ-1.7B,AR+SFT,AIME25,0.0,0.0 NemotronHQ-1.7B,AR+SFT,AMC23,0.0,0.6 NemotronHQ-1.7B,AR+SFT,MATH500,0.4,1.4 NemotronHQ-1.7B,AR+SFT,GPQADiamond,26.8,25.8 NemotronHQ-1.7B,AR+SFT,JEEBench,1.9,5.8 NemotronHQ-1.7B,AR+DPO,AIME24,0.0,0.0 NemotronHQ-1.7B,AR+DPO,AIME25,0.0,0.0 NemotronHQ-1.7B,AR+DPO,AMC23,0.0,1.2 NemotronHQ-1.7B,AR+DPO,MATH500,0.8,1.0 NemotronHQ-1.7B,AR+DPO,GPQADiamond,27.8,24.7 NemotronHQ-1.7B,AR+DPO,JEEBench,2.3,5.1 DCLM-1.7B,SFT-Tulu3,AIME24,0.0,0.0 DCLM-1.7B,SFT-Tulu3,AIME25,0.0,0.0 DCLM-1.7B,SFT-Tulu3,AMC23,2.5,0.0 DCLM-1.7B,SFT-Tulu3,MATH500,0.2,1.0 DCLM-1.7B,SFT-Tulu3,GPQADiamond,21.2,25.3 DCLM-1.7B,SFT-Tulu3,JEEBench,2.5,2.3 Qwen2.5-1.5B-Base,SFT-Tulu3,AIME24,0.0,0.0 Qwen2.5-1.5B-Base,SFT-Tulu3,AIME25,0.0,0.0 Qwen2.5-1.5B-Base,SFT-Tulu3,AMC23,7.5,7.5 Qwen2.5-1.5B-Base,SFT-Tulu3,MATH500,18.8,19.8 Qwen2.5-1.5B-Base,SFT-Tulu3,GPQADiamond,27.3,23.7 Qwen2.5-1.5B-Base,SFT-Tulu3,JEEBench,6.8,7.8 Qwen2.5-1.5B-Base,OT3,AIME24,0.0,1.7 Qwen2.5-1.5B-Base,OT3,AIME25,3.3,6.7 Qwen2.5-1.5B-Base,OT3,AMC23,2.5,28.1 Qwen2.5-1.5B-Base,OT3,MATH500,15.6,51.6 Qwen2.5-1.5B-Base,OT3,GPQADiamond,24.2,25.8 Qwen2.5-1.5B-Base,OT3,JEEBench,1.5,13.6 Qwen2.5-1.5B-Base,OT3+SFT,AIME24,0.0,4.2 Qwen2.5-1.5B-Base,OT3+SFT,AIME25,0.0,3.3 Qwen2.5-1.5B-Base,OT3+SFT,AMC23,15.0,25.6 Qwen2.5-1.5B-Base,OT3+SFT,MATH500,30.2,47.0 Qwen2.5-1.5B-Base,OT3+SFT,GPQADiamond,27.3,26.3 Qwen2.5-1.5B-Base,OT3+SFT,JEEBench,2.1,15.7 Qwen2.5-1.5B-Base,OT3+DPO,AIME24,0.0,4.2 Qwen2.5-1.5B-Base,OT3+DPO,AIME25,0.0,0.8 Qwen2.5-1.5B-Base,OT3+DPO,AMC23,20.0,26.9 Qwen2.5-1.5B-Base,OT3+DPO,MATH500,30.6,46.6 Qwen2.5-1.5B-Base,OT3+DPO,GPQADiamond,20.2,25.8 Qwen2.5-1.5B-Base,OT3+DPO,JEEBench,2.9,13.5 Qwen2.5-1.5B-Base,SR+SFT,AIME24,0.0,0.0 Qwen2.5-1.5B-Base,SR+SFT,AIME25,0.0,0.0 Qwen2.5-1.5B-Base,SR+SFT,AMC23,15.0,12.5 Qwen2.5-1.5B-Base,SR+SFT,MATH500,31.6,29.4 Qwen2.5-1.5B-Base,SR+SFT,GPQADiamond,24.2,28.8 Qwen2.5-1.5B-Base,SR+SFT,JEEBench,5.2,4.9 Qwen2.5-1.5B-Base,SR+DPO,AIME24,0.0,0.8 Qwen2.5-1.5B-Base,SR+DPO,AIME25,0.0,0.0 Qwen2.5-1.5B-Base,SR+DPO,AMC23,10.0,16.9 Qwen2.5-1.5B-Base,SR+DPO,MATH500,32.4,34.2 Qwen2.5-1.5B-Base,SR+DPO,GPQADiamond,27.8,25.8 Qwen2.5-1.5B-Base,SR+DPO,JEEBench,4.2,5.8 Qwen2.5-1.5B-Base,NC+SFT,AIME24,0.0,0.8 Qwen2.5-1.5B-Base,NC+SFT,AIME25,3.3,0.8 Qwen2.5-1.5B-Base,NC+SFT,AMC23,12.5,22.5 Qwen2.5-1.5B-Base,NC+SFT,MATH500,33.8,44.6 Qwen2.5-1.5B-Base,NC+SFT,GPQADiamond,27.3,21.2 Qwen2.5-1.5B-Base,NC+SFT,JEEBench,5.1,15.7 Qwen2.5-1.5B-Base,NC+DPO,AIME24,0.0,2.5 Qwen2.5-1.5B-Base,NC+DPO,AIME25,6.7,0.8 Qwen2.5-1.5B-Base,NC+DPO,AMC23,12.5,25.6 Qwen2.5-1.5B-Base,NC+DPO,MATH500,32.6,44.0 Qwen2.5-1.5B-Base,NC+DPO,GPQADiamond,24.2,28.3 Qwen2.5-1.5B-Base,NC+DPO,JEEBench,2.7,15.1 Qwen2.5-1.5B-Base,AR+SFT,AIME24,3.3,0.0 Qwen2.5-1.5B-Base,AR+SFT,AIME25,0.0,6.7 Qwen2.5-1.5B-Base,AR+SFT,AMC23,22.5,26.9 Qwen2.5-1.5B-Base,AR+SFT,MATH500,32.2,46.6 Qwen2.5-1.5B-Base,AR+SFT,GPQADiamond,27.3,27.3 Qwen2.5-1.5B-Base,AR+SFT,JEEBench,6.1,16.5 Qwen2.5-1.5B-Base,AR+DPO,AIME24,0.0,1.7 Qwen2.5-1.5B-Base,AR+DPO,AIME25,0.0,0.8 Qwen2.5-1.5B-Base,AR+DPO,AMC23,17.5,26.9 Qwen2.5-1.5B-Base,AR+DPO,MATH500,35.4,44.6 Qwen2.5-1.5B-Base,AR+DPO,GPQADiamond,23.7,24.7 Qwen2.5-1.5B-Base,AR+DPO,JEEBench,5.5,16.8 Qwen2.5-1.5B-Instruct,base,AIME24,6.7,5.0 Qwen2.5-1.5B-Instruct,base,AIME25,0.0,0.0 Qwen2.5-1.5B-Instruct,base,AMC23,25.0,22.5 Qwen2.5-1.5B-Instruct,base,MATH500,51.8,49.4 Qwen2.5-1.5B-Instruct,base,GPQADiamond,33.3,26.8 Qwen2.5-1.5B-Instruct,base,JEEBench,18.7,17.7 Qwen3-1.7B-Base,SFT-Tulu3,AIME24,0.0,1.7 Qwen3-1.7B-Base,SFT-Tulu3,AIME25,0.0,0.0 Qwen3-1.7B-Base,SFT-Tulu3,AMC23,7.5,15.0 Qwen3-1.7B-Base,SFT-Tulu3,MATH500,27.6,23.4 Qwen3-1.7B-Base,SFT-Tulu3,GPQADiamond,31.8,26.3 Qwen3-1.7B-Base,SFT-Tulu3,JEEBench,10.8,14.8 Qwen3-1.7B-Base,OT3,AIME24,0.0,10.8 Qwen3-1.7B-Base,OT3,AIME25,6.7,14.2 Qwen3-1.7B-Base,OT3,AMC23,15.0,43.1 Qwen3-1.7B-Base,OT3,MATH500,28.6,74.0 Qwen3-1.7B-Base,OT3,GPQADiamond,27.8,29.8 Qwen3-1.7B-Base,OT3,JEEBench,5.2,28.7 Qwen3-1.7B-Base,OT3+SFT,AIME24,0.0,0.0 Qwen3-1.7B-Base,OT3+SFT,AIME25,0.0,0.0 Qwen3-1.7B-Base,OT3+SFT,AMC23,0.0,1.2 Qwen3-1.7B-Base,OT3+SFT,MATH500,7.6,10.6 Qwen3-1.7B-Base,OT3+SFT,GPQADiamond,25.3,27.8 Qwen3-1.7B-Base,OT3+SFT,JEEBench,0.9,2.0 Qwen3-1.7B-Base,OT3+DPO,AIME24,0.0,0.0 Qwen3-1.7B-Base,OT3+DPO,AIME25,0.0,0.0 Qwen3-1.7B-Base,OT3+DPO,AMC23,0.0,0.6 Qwen3-1.7B-Base,OT3+DPO,MATH500,9.6,10.6 Qwen3-1.7B-Base,OT3+DPO,GPQADiamond,21.7,26.8 Qwen3-1.7B-Base,OT3+DPO,JEEBench,0.7,2.0 Qwen3-1.7B-Base,SR+SFT,AIME24,0.0,3.3 Qwen3-1.7B-Base,SR+SFT,AIME25,3.3,0.0 Qwen3-1.7B-Base,SR+SFT,AMC23,32.5,26.9 Qwen3-1.7B-Base,SR+SFT,MATH500,45.6,59.0 Qwen3-1.7B-Base,SR+SFT,GPQADiamond,24.2,32.8 Qwen3-1.7B-Base,SR+SFT,JEEBench,10.6,16.3 Qwen3-1.7B-Base,SR+DPO,AIME24,0.0,3.3 Qwen3-1.7B-Base,SR+DPO,AIME25,3.3,5.0 Qwen3-1.7B-Base,SR+DPO,AMC23,35.0,31.2 Qwen3-1.7B-Base,SR+DPO,MATH500,43.6,53.6 Qwen3-1.7B-Base,SR+DPO,GPQADiamond,31.3,30.8 Qwen3-1.7B-Base,SR+DPO,JEEBench,9.9,17.8 Qwen3-1.7B-Base,NC+SFT,AIME24,10.0,5.8 Qwen3-1.7B-Base,NC+SFT,AIME25,3.3,0.8 Qwen3-1.7B-Base,NC+SFT,AMC23,25.0,36.9 Qwen3-1.7B-Base,NC+SFT,MATH500,60.4,60.4 Qwen3-1.7B-Base,NC+SFT,GPQADiamond,28.8,29.8 Qwen3-1.7B-Base,NC+SFT,JEEBench,13.2,26.0 Qwen3-1.7B-Base,NC+DPO,AIME24,10.0,7.5 Qwen3-1.7B-Base,NC+DPO,AIME25,3.3,1.7 Qwen3-1.7B-Base,NC+DPO,AMC23,32.5,35.6 Qwen3-1.7B-Base,NC+DPO,MATH500,60.0,61.0 Qwen3-1.7B-Base,NC+DPO,GPQADiamond,31.3,30.3 Qwen3-1.7B-Base,NC+DPO,JEEBench,10.6,27.0 Qwen3-1.7B-Base,AR+SFT,AIME24,10.0,13.3 Qwen3-1.7B-Base,AR+SFT,AIME25,6.7,6.7 Qwen3-1.7B-Base,AR+SFT,AMC23,32.5,37.5 Qwen3-1.7B-Base,AR+SFT,MATH500,59.4,63.2 Qwen3-1.7B-Base,AR+SFT,GPQADiamond,33.8,31.3 Qwen3-1.7B-Base,AR+SFT,JEEBench,13.3,27.5 Qwen3-1.7B-Base,AR+DPO,AIME24,10.0,5.8 Qwen3-1.7B-Base,AR+DPO,AIME25,16.7,14.2 Qwen3-1.7B-Base,AR+DPO,AMC23,27.5,37.5 Qwen3-1.7B-Base,AR+DPO,MATH500,60.8,59.8 Qwen3-1.7B-Base,AR+DPO,GPQADiamond,27.3,30.3 Qwen3-1.7B-Base,AR+DPO,JEEBench,14.6,29.8 Qwen3-1.7B-Instruct,base,AIME24,30.0,51.7 Qwen3-1.7B-Instruct,base,AIME25,30.0,34.2 Qwen3-1.7B-Instruct,base,AMC23,87.5,81.2 Qwen3-1.7B-Instruct,base,MATH500,84.4,86.0 Qwen3-1.7B-Instruct,base,GPQADiamond,39.4,43.4 Qwen3-1.7B-Instruct,base,JEEBench,55.1,60.1 SmolLM2-1.7B-16k-Base,SFT-Tulu3,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,SFT-Tulu3,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,SFT-Tulu3,AMC23,2.5,1.2 SmolLM2-1.7B-16k-Base,SFT-Tulu3,MATH500,9.4,6.6 SmolLM2-1.7B-16k-Base,SFT-Tulu3,GPQADiamond,23.7,25.8 SmolLM2-1.7B-16k-Base,SFT-Tulu3,JEEBench,6.4,7.0 SmolLM2-1.7B-16k-Base,OT3+SFT,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,OT3+SFT,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,OT3+SFT,AMC23,0.0,1.2 SmolLM2-1.7B-16k-Base,OT3+SFT,MATH500,5.8,5.4 SmolLM2-1.7B-16k-Base,OT3+SFT,GPQADiamond,24.7,26.8 SmolLM2-1.7B-16k-Base,OT3+SFT,JEEBench,3.4,3.6 SmolLM2-1.7B-16k-Base,SR+SFT,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,SR+SFT,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,SR+SFT,AMC23,5.0,1.9 SmolLM2-1.7B-16k-Base,SR+SFT,MATH500,13.2,13.2 SmolLM2-1.7B-16k-Base,SR+SFT,GPQADiamond,26.8,27.3 SmolLM2-1.7B-16k-Base,SR+SFT,JEEBench,3.1,6.2 SmolLM2-1.7B-16k-Base,SR+DPO,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,SR+DPO,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,SR+DPO,AMC23,2.5,1.9 SmolLM2-1.7B-16k-Base,SR+DPO,MATH500,14.0,12.2 SmolLM2-1.7B-16k-Base,SR+DPO,GPQADiamond,27.3,26.8 SmolLM2-1.7B-16k-Base,SR+DPO,JEEBench,2.9,5.0 SmolLM2-1.7B-16k-Base,NC+SFT,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,NC+SFT,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,NC+SFT,AMC23,5.0,5.0 SmolLM2-1.7B-16k-Base,NC+SFT,MATH500,15.0,10.0 SmolLM2-1.7B-16k-Base,NC+SFT,GPQADiamond,25.3,25.8 SmolLM2-1.7B-16k-Base,NC+SFT,JEEBench,3.7,7.2 SmolLM2-1.7B-16k-Base,NC+DPO,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,NC+DPO,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,NC+DPO,AMC23,7.5,3.1 SmolLM2-1.7B-16k-Base,NC+DPO,MATH500,14.6,10.2 SmolLM2-1.7B-16k-Base,NC+DPO,GPQADiamond,26.8,21.7 SmolLM2-1.7B-16k-Base,NC+DPO,JEEBench,4.6,9.8 SmolLM2-1.7B-16k-Base,AR+SFT,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,AR+SFT,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,AR+SFT,AMC23,5.0,3.8 SmolLM2-1.7B-16k-Base,AR+SFT,MATH500,11.8,13.6 SmolLM2-1.7B-16k-Base,AR+SFT,GPQADiamond,23.7,26.3 SmolLM2-1.7B-16k-Base,AR+SFT,JEEBench,7.1,9.6 SmolLM2-1.7B-16k-Base,AR+DPO,AIME24,0.0,0.0 SmolLM2-1.7B-16k-Base,AR+DPO,AIME25,0.0,0.0 SmolLM2-1.7B-16k-Base,AR+DPO,AMC23,5.0,4.4 SmolLM2-1.7B-16k-Base,AR+DPO,MATH500,11.8,16.2 SmolLM2-1.7B-16k-Base,AR+DPO,GPQADiamond,24.7,23.7 SmolLM2-1.7B-16k-Base,AR+DPO,JEEBench,6.8,9.6 SmolLM2-1.7B-Instruct-16k,base,AIME24,0.0,0.0 SmolLM2-1.7B-Instruct-16k,base,AIME25,0.0,0.0 SmolLM2-1.7B-Instruct-16k,base,AMC23,12.5,2.5 SmolLM2-1.7B-Instruct-16k,base,MATH500,12.6,9.0 SmolLM2-1.7B-Instruct-16k,base,GPQADiamond,26.8,21.2 SmolLM2-1.7B-Instruct-16k,base,JEEBench,9.6,11.1 SmolLM2-1.7B-Instruct-16k,OT3,AIME24,0.0,0.0 SmolLM2-1.7B-Instruct-16k,OT3,AIME25,0.0,0.0 SmolLM2-1.7B-Instruct-16k,OT3,AMC23,0.0,2.5 SmolLM2-1.7B-Instruct-16k,OT3,MATH500,10.8,13.2 SmolLM2-1.7B-Instruct-16k,OT3,GPQADiamond,28.3,24.7 SmolLM2-1.7B-Instruct-16k,OT3,JEEBench,1.1,5.6