Determiner Productivity Evaluation on Manchester child dyads (test)
99.9BiasBabyBERTa-2
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BabyBERTa-2Arch.=MLM2026.05 | 99.9 | 0.005 | 0.005 | 49.7 | 0.445 | 0.001 | 58 | |
| BabyBERTa-3Arch.=MLM2026.05 | 99.9 | 0.006 | 0.006 | 49.7 | 0.863 | 0.001 | 58 | |
| BabyBERTa-1Arch.=MLM2026.05 | 99.6 | 0.014 | 0.014 | 49.7 | 0.057 | 0.001 | 58 | |
| babylm-baseline-10m-gpt-bert-mixedArch.=MLM2026.05 | 98.4 | 0.052 | 0.049 | 48.7 | 0.128 | 0.001 | 58.2 | |
| babylm-baseline-100m-gpt-bert-masked-focusArch.=MLM2026.05 | 98 | 0.062 | 0.054 | 48.9 | 0.043 | 0.001 | 58.2 | |
| babylm-baseline-100m-gpt-bert-mixedArch.=MLM2026.05 | 97.6 | 0.074 | 0.067 | 48.5 | 0.013 | 0.001 | 58.1 | |
| babylm-baseline-10m-gpt-bert-masked-focusArch.=MLM2026.05 | 95.7 | 0.118 | 0.101 | 48.8 | 0.003 | 0.001 | 58.1 | |
| ELC_BERT_small_baby_10MArch.=MLM2026.05 | 94.9 | 0.143 | 0.116 | 49.8 | 0.001 | 0.001 | 58 | |
| gpt-bert-babylm-baseArch.=MLM2026.05 | 91.6 | 0.175 | 0.168 | 44.1 | 0.56 | 0.001 | 60.6 | |
| gpt-bert-babylm-smallArch.=MLM2026.05 | 90.2 | 0.185 | 0.185 | 43.1 | 0.997 | 0.001 | 62.6 | |
| roberta-base-10M-1Arch.=MLM2026.05 | 86.2 | 0.225 | 0.227 | 36.7 | 0.907 | 0.001 | 70.2 | |
| roberta-base-10M-3Arch.=MLM2026.05 | 83.6 | 0.267 | 0.25 | 34.7 | 0.296 | 0.001 | 72.9 | |
| ChildrenArch.=Human2026.05 | 83.4 | 0.251 | 0.242 | 22.6 | 0.527 | 0.484 | — | |
| roberta-base-strict-2023Arch.=MLM2026.05 | 83.4 | 0.301 | 0.249 | 47.5 | 0.001 | 0.001 | 58.5 | |
| roberta-base-10M-2Arch.=MLM2026.05 | 82.3 | 0.278 | 0.26 | 33.8 | 0.328 | 0.001 | 74.6 | |
| CaretakersArch.=Human2026.05 | 81.5 | 0.301 | 0.32 | 20 | 0.191 | 0.256 | — | |
| opt-125m-strict-2023Arch.=AR2026.05 | 81.2 | 0.299 | 0.263 | 43 | 0.001 | 0.001 | 50 | |
| ELC_BERT_baby_100MArch.=MLM2026.05 | 79.9 | 0.296 | 0.277 | 29.9 | 0.308 | 0.001 | 78.1 | |
| ltg-bert-babylmArch.=MLM2026.05 | 79.7 | 0.297 | 0.278 | 31.4 | 0.289 | 0.001 | 77.4 | |
| ltgbert-10m-2024Arch.=MLM2026.05 | 79.2 | 0.287 | 0.28 | 43.3 | 0.714 | 0.001 | 64 | |
| roberta-med-small-1M-3Arch.=MLM2026.05 | 78.7 | 0.3 | 0.284 | 47.6 | 0.363 | 0.001 | 59.4 | |
| t5-base-strict-2023Arch.=S2S2026.05 | 78.6 | 0.315 | 0.286 | 36 | 0.106 | 0.001 | 74.8 | |
| ltg-bert-bncArch.=MLM2026.05 | 78.3 | 0.314 | 0.287 | 22.5 | 0.138 | 0.505 | 86.6 | |
| babylm-baseline-100m-gpt-bert-causal-focusArch.=AR2026.05 | 78.2 | 0.314 | 0.288 | 24.7 | 0.122 | 0.041 | 89.8 | |
| babylm-baseline-100m-gpt-bert-mixedArch.=AR2026.05 | 77.7 | 0.319 | 0.291 | 25.1 | 0.113 | 0.023 | 88.9 | |
| roberta-base-strict-small-2023Arch.=MLM2026.05 | 77.7 | 0.355 | 0.29 | 48.7 | 0.002 | 0.001 | 58.4 | |
| roberta-baseArch.=MLM2026.05 | 77.6 | 0.323 | 0.292 | 23.9 | 0.096 | 0.142 | 85.3 | |
| babyllama-100m-2024Arch.=AR2026.05 | 77.5 | 0.319 | 0.292 | 25.6 | 0.126 | 0.017 | 88.5 | |
| roberta-base-1B-3Arch.=MLM2026.05 | 77.5 | 0.324 | 0.292 | 28.5 | 0.101 | 0.002 | 80.5 | |
| roberta-base-1B-1Arch.=MLM2026.05 | 77 | 0.331 | 0.295 | 27.8 | 0.072 | 0.002 | 78.6 | |
| babyllama-10m-2024Arch.=AR2026.05 | 76.8 | 0.327 | 0.296 | 25.7 | 0.094 | 0.012 | 87 | |
| roberta-largeArch.=MLM2026.05 | 76.6 | 0.331 | 0.297 | 27 | 0.111 | 0.005 | 83.2 | |
| babylm-baseline-10m-gpt-bert-causal-focusArch.=AR2026.05 | 76.2 | 0.334 | 0.3 | 26.7 | 0.072 | 0.003 | 86.1 | |
| babylm-baseline-10m-gpt-bert-mixedArch.=AR2026.05 | 75.6 | 0.34 | 0.303 | 26.6 | 0.06 | 0.002 | 85.6 | |
| opt-125mArch.=AR2026.05 | 75.6 | 0.346 | 0.303 | 25.1 | 0.027 | 0.018 | 84.5 | |
| roberta-base-100M-1Arch.=MLM2026.05 | 75.6 | 0.343 | 0.303 | 26.7 | 0.052 | 0.004 | 78.7 | |
| roberta-med-small-1M-1Arch.=MLM2026.05 | 75.4 | 0.331 | 0.303 | 47.5 | 0.149 | 0.001 | 60.1 | |
| t5-baseArch.=S2S2026.05 | 75.3 | 0.347 | 0.304 | 23.9 | 0.03 | 0.085 | 84.6 | |
| gpt2Arch.=AR2026.05 | 75.2 | 0.349 | 0.305 | 25.2 | 0.031 | 0.012 | 83.5 | |
| roberta-base-100M-2Arch.=MLM2026.05 | 75.2 | 0.343 | 0.305 | 28.5 | 0.07 | 0.001 | 79.6 | |
| roberta-base-100M-3Arch.=MLM2026.05 | 74.8 | 0.353 | 0.308 | 28.2 | 0.03 | 0.001 | 78 | |
| roberta-base-1B-2Arch.=MLM2026.05 | 74.7 | 0.351 | 0.308 | 28.3 | 0.031 | 0.001 | 79.7 | |
| opt-125m-strict-small-2023Arch.=AR2026.05 | 74.5 | 0.354 | 0.308 | 36.8 | 0.014 | 0.001 | 69.7 | |
| baby-llama-58mArch.=AR2026.05 | 74.1 | 0.352 | 0.309 | 27.1 | 0.025 | 0.002 | 81.7 | |
| babylm-baseline-10m-gpt2Arch.=AR2026.05 | 74 | 0.348 | 0.311 | 38.9 | 0.066 | 0.001 | 72.5 | |
| ltgbert-100m-2024Arch.=MLM2026.05 | 73.9 | 0.352 | 0.311 | 30.8 | 0.055 | 0.001 | 77.6 | |
| babylm-baseline-100m-gpt2Arch.=AR2026.05 | 72.9 | 0.366 | 0.317 | 40.5 | 0.013 | 0.001 | 72.6 | |
| BabyLM-2026-Baseline-GPT2-Strict-SmallArch.=AR2026.05 | 71.8 | 0.375 | 0.321 | 37.9 | 0.01 | 0.001 | 70 | |
| BabyLM-2026-Baseline-GPT2-StrictArch.=AR2026.05 | 70.1 | 0.381 | 0.327 | 39.3 | 0.007 | 0.001 | 65.3 | |
| roberta-med-small-1M-2Arch.=MLM2026.05 | 69.3 | 0.39 | 0.332 | 45.9 | 0.01 | 0.001 | 58.7 | |
| t5-base-strict-small-2023Arch.=S2S2026.05 | 65.7 | 0.42 | 0.341 | 48.3 | 0.001 | 0.001 | 43.6 |