A recall lag 2 GloVe term increased mean test loss in 68 selected ds004789 people at fixed ridge 0.001
We tested a word measure from the second most recent correct recall. We asked whether it improved the next correct recall prediction. We used public events from OpenNeuro ds004789 version 3.1.0. We fit the models in 67 people and tested them in 68 other people. Both models had terms for study lag from both prior words. They also had terms for study position and word identity. Both used similarity from the most recent word. Adding the earlier similarity term gave a paired gain of -0.005376 nats. A positive gain means lower loss. The approximate 95% interval from 2,000 resamples with new fits was [-0.013447, 0.000062] nats. The reference model had lower mean test loss. The interval included zero. This result applies to the fixed word pool, selected people, model terms, and ridge penalty. The package contains source records, every resample, predictions, code, and checks. It does not identify a brain mechanism.
free recall · memory · GloVe · cosine similarity · prediction · ridge regression · OpenNeuro
References
4- usesRecall amount had a higher correlation between odd and even lists than the order score in 135 selected ds004789 people sci:sha256:85d6bbfa5f870f8d66ccd39b288eea0b17cc5ee75dd08d209f902c621c3ac48d
We used its source parser, lowest-session selection rule, source manifest, and list decisions through the later semantic package. We retained its code notice. The new models use source recall choices. They do not use its published order score as a predictor.
- usesGloVe cosine reduced recall choice loss in 68 selected ds004789 test people with a fixed word pool and ridge penalty sci:sha256:893ff20db20a90e1e4e05b8325e610b2d842c4ebc97fdd2b01456ebbe284b06e
We used its archived events, selected GloVe lines and vectors, preparation code, source hashes, and exact person split. These files enabled the new test of cosine from the second most recent correct recall. We changed the scored transitions and added study-lag controls from both prior words.
- usesdoi:10.18112/openneuro.ds004789.v3.1.0
Behavioral events from this exact OpenNeuro release were used; the publication records the pinned source commit and file hashes.
- doi:10.1016/j.jml.2015.10.002
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