Age prediction on CHILDES (child-grouped 5-fold CV)

1.03MAEGemini 1.5 Pro

Evaluation Results

Method
Gemini 1.5 Pro2026.02	1.03	2.25	0.51
Expansion + Independence + PT2026.02	1.04	2.06	0.55
Expansion + Independence2026.02	1.05	2.09	0.54
Expansion + PT2026.02	1.12	2.42	0.47
Expansion + Independence + PT2026.02	1.13	2.38	0.48
Expansion + Independence2026.02	1.14	2.41	0.47
Expansion2026.02	1.14	2.47	0.46
Expansion + Independence + PT2026.02	1.19	2.71	0.41
Expansion + Independence2026.02	1.2	2.75	0.4
Expansion2026.02	1.2	2.75	0.4
Expansion + PT2026.02	1.2	2.73	0.41
Expansion + PT2026.02	1.21	2.71	0.4
Expansion + Independence + PT2026.02	1.22	2.89	0.37
Expansion2026.02	1.22	2.76	0.39
Expansion + Independence2026.02	1.23	2.97	0.36
Expansion2026.02	1.23	2.97	0.36
Expansion + PT2026.02	1.23	2.97	0.36
Independence + PT2026.02	1.23	2.72	0.4
Independence2026.02	1.24	2.76	0.39
Mixtral-8x7B-Inst.2026.02	1.3	2.75	0.51
Independence + PT2026.02	1.33	3.13	0.32
Independence2026.02	1.33	3.03	0.33
Independence + PT2026.02	1.33	3.03	0.33
Independence2026.02	1.34	3.17	0.31
Independence + PT2026.02	1.34	3.33	0.27
Independence2026.02	1.35	3.38	0.26
MLU + PT2026.02	1.4	3.41	0.25
GFI + PT2026.02	1.4	3.31	0.27
MLU2026.02	1.42	3.47	0.23
GFI2026.02	1.43	3.43	0.25
MLU + PT2026.02	1.5	4.15	0.09
MLU + PT2026.02	1.5	3.91	0.14
MLU + PT2026.02	1.51	3.78	0.18
MLU2026.02	1.52	4.25	0.07
GFI2026.02	1.52	3.8	0.18
GFI + PT2026.02	1.52	3.75	0.19
MLU2026.02	1.53	3.84	0.17
MLU2026.02	1.55	4.1	0.09
GFI + PT2026.02	1.56	3.87	0.15
GFI2026.02	1.57	3.92	0.14
FKGL + PT2026.02	1.63	4.13	0.09
GFI + PT2026.02	1.64	4.17	0.1
GFI2026.02	1.66	4.22	0.09
FKGL2026.02	1.67	4.27	0.06
FKGL + PT2026.02	1.69	4.31	0.05
vocd-D + PT2026.02	1.7	4.35	0.04
FKGL + PT2026.02	1.71	4.47	0.03
vocd-D + PT2026.02	1.71	4.41	0.03
vocd-D + PT2026.02	1.72	4.47	0.03
FKGL2026.02	1.72	4.4	0.03
FKGL + PT2026.02	1.73	4.46	0.03
FKGL2026.02	1.73	4.56	0.01
vocd-D2026.02	1.75	4.55	0
vocd-D2026.02	1.76	4.58	0.01
FKGL2026.02	1.76	4.55	0.02
vocd-D + PT2026.02	1.76	4.63	0
vocd-D2026.02	1.78	4.66	-0.03
vocd-D2026.02	1.81	4.87	-0.06