Table 5.
Best-fitting parameters for Experiment 3. Reported values indicate averages over subjects; values in parentheses indicate standard error of the mean. RMSD is reported for the summary statistics shown in Figure 4. LSA: latent semantic analysis; GloVe: global vectors model; WAS: word association spaces. C: context-based semantic cuing; I: item-based semantic cuing; IC: combined item and context-based semantic cuing.
| Base | LSA-C | LSA-I | LSA-IC | GloVe-C | GloVe-I | GloVe-IC | WAS-C | WAS-I | WAS-IC | |
|---|---|---|---|---|---|---|---|---|---|---|
| βenc | 0.83 (0.01) | 0.72 (0.02) | 0.70 (0.02) | 0.71 (0.02) | 0.70 (0.02) | 0.67 (0.02) | 0.70 (0.02) | 0.69 (0.02) | 0.69 (0.02) | 0.71 (0.02) |
| βrec | 0.86 (0.01) | 0.90 (0.01) | 0.80 (0.01) | 0.81 (0.01) | 0.91 (0.01) | 0.79 (0.02) | 0.81 (0.01) | 0.91 (0.01) | 0.80 (0.02) | 0.80 (0.01) |
| βstart | 0.23 (0.03) | 0.28 (0.03) | 0.27 (0.03) | 0.26 (0.03) | 0.30 (0.03) | 0.26 (0.03) | 0.26 (0.03) | 0.32 (0.03) | 0.28 (0.03) | 0.28 (0.03) |
| α | 3.90 (0.75) | 3.63 (0.58) | 9.30 (1.27) | 7.76 (1.26) | 4.98 (0.72) | 13.94 (1.57) | 10.46 (1.10) | 3.83 (0.53) | 7.24 (1.06) | 6.35 (0.93) |
| δ | 34.88 (3.53) | 37.65 (3.47) | 32.31 (3.30) | 30.74 (3.32) | 40.03 (3.63) | 33.95 (3.16) | 31.98 (3.19) | 40.02 (3.66) | 32.79 (3.37) | 32.00 (3.33) |
| γ | 0.22 (0.03) | 0.19 (0.03) | 0.28 (0.03) | 0.26 (0.03) | 0.18 (0.02) | 0.29 (0.03) | 0.27 (0.03) | 0.18 (0.02) | 0.25 (0.03) | 0.24 (0.03) |
| λ | – | – | – | 0.91 (0.02) | – | – | 0.95 (0.02) | – | – | 0.81 (0.03) |
| ϕs | 37.24 (3.74) | 25.92 (3.29) | 19.94 (2.90) | 20.10 (2.90) | 23.19 (3.14) | 18.48 (2.84) | 19.65 (2.95) | 22.22 (3.07) | 22.02 (3.01) | 22.68 (3.08) |
| ϕd | 14.69 (2.82) | 14.21 (2.85) | 10.91 (2.51) | 8.07 (2.06) | 12.98 (2.68) | 11.16 (2.52) | 10.70 (2.45) | 15.41 (2.99) | 14.63 (2.95) | 13.02 (2.73) |
| s | – | 1.00 (0.08) | 1.95 (0.28) | 1.80 (0.20) | 1.77 (0.42) | 2.52 (0.37) | 3.25 (0.87) | 1.27 (0.11) | 2.27 (0.61) | 2.03 (0.30) |
| τ | 21.50 (3.32) | 29.32 (3.62) | 51.39 (4.04) | 43.55 (3.98) | 34.67 (3.78) | 68.11 (3.84) | 57.02 (3.96) | 27.83 (3.43) | 36.62 (3.76) | 34.18 (3.68) |
| θs | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) | 0.01 (0.00) |
| θr | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) | 0.42 (0.01) |
|
| ||||||||||
| ln(L) | −55608.13 | −54659.31 | −54394.66 | −54300.50 | −54335.26 | −53999.59 | −53902.58 | −53491.95 | −53322.92 | −53197.59 |
| AIC | 114147.96 | 112532.31 | 112003.01 | 112099.41 | 111884.21 | 111212.87 | 111303.58 | 110197.58 | 109859.52 | 109893.59 |
| BIC | 118720.53 | 117505.10 | 116975.80 | 117469.68 | 116856.99 | 116185.66 | 116673.84 | 115170.37 | 114832.31 | 115263.85 |
| wAIC | 0 | 0 | 0 | 0 | 0 | 1.3319e-294 | 2.67743e-314 | 3.90117e-74 | 1 | 4.00501e-08 |
| wBIC | 0 | 0 | 0 | 0 | 0 | 1.3319e-294 | 0 | 3.90117e-74 | 1 | 1.95914e-94 |
| RMSD | 0.0959 | 0.0972 | 0.0971 | 0.0978 | 0.0981 | 0.0967 | 0.0972 | 0.0968 | 0.0967 | 0.0958 |