{"space_size":1076,"signals":[{"name":"IDF surprise","kind":"static","detail":"corpus rarity of the rarest content tokens (208k jokes)"},{"name":"embedding incongruity","kind":"static","detail":"max pairwise word-vector distance (Workers AI bge)"},{"name":"surprise gradient","kind":"static","detail":"IDF(punchline) − IDF(setup): incongruity-resolution"},{"name":"specificity","kind":"static","detail":"precise figure/unit (e.g. 299,792,458 m/s) reads deadpan-authoritative"},{"name":"LLM quality prior","kind":"static","detail":"Haiku 4.5 read all 1076 for quality (weight 2.0) — pulls classics up, combinatorial filler down"},{"name":"dedup penalty","kind":"static","detail":"demote near-duplicates of a higher-ranked joke (Vectorize)"},{"name":"human votes","kind":"adaptive","detail":"0–10 ratings, Bayesian-shrunk joke→template→global"}],"learning":{"total_votes":183,"alpha":0.785,"alpha_meaning":"live per-joke blend (humans vs math); grows as V/(V+50)","global_mean":7.1},"weights":{"idf":0.826,"incongruity":0.353,"gradient":0.974,"specificity":0.665},"refit":{"beta":0.312,"votes":136,"fit_r2":-0.008,"note":"w_final = (1-β)·prior + β·learned; β grows with votes. Sparse votes → prior protected."},"leaderboard":[{"template":"PLACE","jokes":3,"model_mean":4.7,"human_mean":10,"votes":1},{"template":"SCICOLLAPSE","jokes":12,"model_mean":5.3,"human_mean":10,"votes":2},{"template":"TWOTYPES","jokes":14,"model_mean":4.5,"human_mean":9.7,"votes":3},{"template":"PROPERTY","jokes":16,"model_mean":3.6,"human_mean":9,"votes":3},{"template":"CANON","jokes":95,"model_mean":6.4,"human_mean":8.7,"votes":31},{"template":"GRAPH_BRIDGE","jokes":24,"model_mean":3.4,"human_mean":8.3,"votes":6},{"template":"CAN","jokes":44,"model_mean":4.1,"human_mean":7.7,"votes":18},{"template":"AUTHORITY","jokes":90,"model_mean":3.9,"human_mean":7.4,"votes":12},{"template":"NONEED","jokes":169,"model_mean":3.3,"human_mean":7.3,"votes":34},{"template":"ANTONYM","jokes":43,"model_mean":3.8,"human_mean":7.3,"votes":14},{"template":"REPUTATION","jokes":100,"model_mean":4.5,"human_mean":7,"votes":7},{"template":"NEARMISS","jokes":7,"model_mean":6.6,"human_mean":null,"votes":0},{"template":"OVERPOWER","jokes":310,"model_mean":4.6,"human_mean":6.6,"votes":25},{"template":"INVERT","jokes":8,"model_mean":6.2,"human_mean":6.5,"votes":4},{"template":"META","jokes":10,"model_mean":6.1,"human_mean":null,"votes":0},{"template":"TRANSFORM","jokes":13,"model_mean":4.6,"human_mean":null,"votes":0},{"template":"REVERSAL","jokes":4,"model_mean":4.5,"human_mean":null,"votes":0},{"template":"FEAR","jokes":20,"model_mean":3.4,"human_mean":4.5,"votes":4},{"template":"RIVAL","jokes":24,"model_mean":4.6,"human_mean":4.4,"votes":8},{"template":"POPRIVAL","jokes":6,"model_mean":4.2,"human_mean":null,"votes":0},{"template":"NEGLIGIBLE","jokes":14,"model_mean":3.6,"human_mean":null,"votes":0},{"template":"FILM","jokes":12,"model_mean":4.7,"human_mean":3.3,"votes":3},{"template":"FORMALERROR","jokes":12,"model_mean":7.6,"human_mean":3,"votes":2},{"template":"ASYMPTOTE","jokes":8,"model_mean":8.3,"human_mean":2,"votes":2},{"template":"CAUSE","jokes":9,"model_mean":4.9,"human_mean":1.3,"votes":3},{"template":"DESIRE","jokes":9,"model_mean":4.5,"human_mean":0,"votes":1}]}