{"about":"Computed by tools/school/fill_embeddings.mjs. Do not edit by hand. Skip-gram with negative sampling (Mikolov et al. 2013) on the guides' corpus, fixed seeds, hand-written gradient. Same-kind share: the share of each word's nearest cosine neighbours in the same category (vectors.mjs CATEGORIES), against a control that shuffles which word owns which row (mean, 95% interval, one-sided permutation p).","modelSha256":"67600098679443bf87c78f0f3ef1a1399ae51642b3e9608517105d7831219d5e","modelFile":"media/school/attention/model.json","settings":{"episodes":3000,"streamSeed":7,"seed":1,"D":32,"window":2,"negatives":5,"epochs":5,"lr0":0.025,"snapshotAt":[0,0.002,0.005,0.01,0.02,0.05,0.1,0.2,0.35,0.5,0.75,1],"noise":"unigram^0.75","init":"input uniform in [-0.5/d, 0.5/d], output zero","lrSchedule":"linear to 1e-4 of start","subsampling":"none","tokens":47002,"triplesSeen":705189},"words":[".","?","the","a","who","found","put","cone","on","was","tallow","pylon","rerun","crate","shell","lamp","rope","boat","map","card","kettle","net","bell","checked","carried","mended","painted","counted","dropped","wet","old","cold","bright","empty","red","lit","kept","knocked","twice","watched","stood","dock","rang","tide","came","in"],"labels":["punctuation","punctuation","function","function","function","verb","verb","noun","function","verb","guide","guide","guide","noun","noun","noun","noun","noun","noun","noun","noun","noun","noun","verb","verb","verb","verb","verb","verb","adjective","adjective","adjective","adjective","adjective","adjective","verb","verb","verb","function","verb","verb","noun","verb","noun","verb","function"],"chance":0.2242,"k":3,"gradient":{"about":"Hand-written gradient of the negative-sampling loss against central finite differences (eps 1e-5) on every coordinate 20 triples touch, on an 8-dimensional model with both tables random. Control: the same gradient with the noise words' term in dL/dv_i dropped. Error is max |a - f| / (|a| + |f|).","dims":8,"triples":20,"checked":400,"worstRelError":5.29373336793918e-7,"control":{"drop":"noise-word term of dL/dv_i","worstRelError":1},"passes":true,"controlFails":true},"training":{"about":"Snapshots of the input table at fractions of all centre positions over every epoch. trainLoss: mean loss since the previous snapshot. heldLoss: mean loss on 4000 fixed held-out triples from the held-out seed. trackOnFinalAxes: each snapshot, centred, projected on the final table's two PCA axes, so a film can move points on one fixed chart. pcaOwn: each listed snapshot's own PCA (axes differ between 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same-kind share for four more training seeds (300 control seeds each).","runs":[{"seed":2,"share":{"top1":0.6522,"top3":0.6522,"control":{"top1":{"mean":0.2259,"lo95":0.1087,"hi95":0.3696,"p":0.00332},"top3":{"mean":0.2247,"lo95":0.1556,"hi95":0.3082,"p":0.00332}},"beatsControl":{"top1":true,"top3":true}}},{"seed":3,"share":{"top1":0.6522,"top3":0.6522,"control":{"top1":{"mean":0.2301,"lo95":0.087,"hi95":0.3696,"p":0.00332},"top3":{"mean":0.2245,"lo95":0.1556,"hi95":0.3043,"p":0.00332}},"beatsControl":{"top1":true,"top3":true}}},{"seed":4,"share":{"top1":0.6522,"top3":0.6739,"control":{"top1":{"mean":0.2298,"lo95":0.1087,"hi95":0.3696,"p":0.00332},"top3":{"mean":0.223,"lo95":0.1522,"hi95":0.3047,"p":0.00332}},"beatsControl":{"top1":true,"top3":true}}},{"seed":5,"share":{"top1":0.6522,"top3":0.6304,"control":{"top1":{"mean":0.2214,"lo95":0.0973,"hi95":0.3375,"p":0.00332},"top3":{"mean":0.2239,"lo95":0.1449,"hi95":0.3116,"p":0.00332}},"beatsControl":{"top1":true,"top3":true}}}]},"comparison":{"about":"The skip-gram's input table against the attention model's trained wte (same 46 words, both 32-dimensional). Overlap: the share of each word's top-3 cosine neighbours that both tables list, averaged over words. Control: wte with its rows shuffled among words (1000 seeds). Seed-to-seed overlap between skip-gram runs is the ceiling to read it against.","skipGram":{"top1":0.6522,"top3":0.6667,"control":{"top1":{"mean":0.2271,"lo95":0.1087,"hi95":0.3696,"p":0.002},"top3":{"mean":0.2239,"lo95":0.1522,"hi95":0.3043,"p":0.002}},"beatsControl":{"top1":true,"top3":true}},"wte":{"top1":0.8043,"top3":0.6739,"control":{"top1":{"mean":0.2249,"lo95":0.087,"hi95":0.3696,"p":0.001},"top3":{"mean":0.2228,"lo95":0.1447,"hi95":0.3188,"p":0.001}},"beatsControl":{"top1":true,"top3":true}},"overlapWithWte":0.3261,"overlapControl":{"mean":0.0655,"lo95":0.0217,"hi95":0.1159,"p":0.001},"chanceOverlap":0.0667,"overlapSeedToSeed":[{"seed":2,"overlap":0.8043},{"seed":3,"overlap":0.7536},{"seed":4,"overlap":0.7899},{"seed":5,"overlap":0.7971}],"overlapExtraSeedsWithWte":[{"seed":2,"overlap":0.2971},{"seed":3,"overlap":0.3116},{"seed":4,"overlap":0.3696},{"seed":5,"overlap":0.3116}],"sideBySide":[{"word":"kettle","skipGram":["crate","boat","card"],"wte":["map","shell","crate"]},{"word":"crate","skipGram":["boat","kettle","card"],"wte":["net","boat","map"]},{"word":"pylon","skipGram":["rerun","cone","tallow"],"wte":["tallow","rerun","wet"]},{"word":"tallow","skipGram":["rerun","lamp","who"],"wte":["rerun","pylon","map"]},{"word":"checked","skipGram":["painted","mended","dropped"],"wte":["mended","carried","dropped"]},{"word":"red","skipGram":["old","empty","cold"],"wte":["wet","empty","cold"]},{"word":"lit","skipGram":["kept","bright","checked"],"wte":["kept","empty","rang"]},{"word":"the","skipGram":["old","red","empty"],"wte":["a","knocked","tallow"]},{"word":".","skipGram":["on","cone","checked"],"wte":["put","rope","kept"]},{"word":"?","skipGram":["painted","dropped","checked"],"wte":["put","cone","who"]}]},"bengio":"Not built. The next-word model of Bengio et al. (2003) was optional; the comparison with the attention model's own wte stands in for it.","seconds":10.13}