ghost-typer / docs /experiments_lookback.json
tmickleydoyle's picture
v6: modified Kneser-Ney + per-word extension rule (held-out keystrokes saved 22.2% -> 23.0%, precision 90.2% -> 90.8%)
3c53a76 verified
Raw History Blame Contribute Delete
62.8 kB
{ "what": "Lookback / look-ahead experiments (local harness; compile settings as in each run's 'settings'). Each variant compiled without the held-out prompts, every held-out prompt typed one key at a time; per policy family, the threshold with the most keystrokes saved at >= 90% precision. joint = extend while the product of probabilities >= tau (old rule); step/stepfine = first word >= tau, then each next word >= ext (new rule); min2/min3 = show nothing unless >= 2/3 words clear tau. Runs named final-* use the larger held-out set (711 prompts + 4,000 WildChat); the rest use 711 + 1,000. wc48r2/wc48r4 = with extra WildChat-4.8M text (not adopted; size not verified). export_mb of stage-2 runs was over-estimated by a since-fixed bug.", "target_precision": 0.9, "runs": { "n3-kn": { "name": "n3-kn", "group": "baseline", "data": "wc1m", "settings": { "n_prev": 3, "smoothing": "kn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 2482185, "contexts_kept": 467863, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429 }, "export_mb": 19.9, "policies": { "joint": { "tau": 0.71, "precision": 0.9019, "coverage": 0.3746, "keystrokes_saved": 0.2219, "shown": 40316, "len_share": { "1": 0.8151, "2": 0.1415, "3": 0.0233, "4": 0.02 }, "len_precision": { "1": 0.9108, "2": 0.8465, "3": 0.9032, "4": 0.9306 }, "saved_share": { "1": 0.7166, "2": 0.1984, "3": 0.0345, "4": 0.0506 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9, "coverage": 0.0562, "keystrokes_saved": 0.0626, "shown": 6052, "len_share": { "1": 0.0, "2": 0.7621, "3": 0.1408, "4": 0.0972 }, "len_precision": { "2": 0.8896, "3": 0.9319, "4": 0.9354 }, "saved_share": { "1": 0.0, "2": 0.7337, "3": 0.1417, "4": 0.1246 } }, "min3": { "tau": 0.7, "min_words": 3, "precision": 0.9113, "coverage": 0.017, "keystrokes_saved": 0.0234, "shown": 1826, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5416, "4": 0.4584 }, "len_precision": { "3": 0.8948, "4": 0.9307 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4699, "4": 0.5301 } }, "step": { "tau": 0.68, "ext": 0.8, "precision": 0.9021, "coverage": 0.3841, "keystrokes_saved": 0.2294, "shown": 41339, "len_share": { "1": 0.845, "2": 0.1118, "3": 0.021, "4": 0.0221 }, "len_precision": { "1": 0.9058, "2": 0.8737, "3": 0.9046, "4": 0.9016 }, "saved_share": { "1": 0.717, "2": 0.1781, "3": 0.0359, "4": 0.069 } } }, "beam_check": { "tau": 0.6, "width": 4, "prefixes": 300, "longer_than_greedy": 0 }, "seconds": 207.4 }, "n4-kn": { "name": "n4-kn", "group": "longer, prune 2", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 2 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 568140, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 100277 }, "export_mb": 23.1, "policies": { "joint": { "tau": 0.72, "precision": 0.9026, "coverage": 0.3703, "keystrokes_saved": 0.2201, "shown": 39853, "len_share": { "1": 0.8147, "2": 0.1355, "3": 0.026, "4": 0.0237 }, "len_precision": { "1": 0.9121, "2": 0.8449, "3": 0.8757, "4": 0.9345 }, "saved_share": { "1": 0.7066, "2": 0.1963, "3": 0.0369, "4": 0.0602 } }, "min2": { "tau": 0.79, "min_words": 2, "precision": 0.9084, "coverage": 0.0549, "keystrokes_saved": 0.0598, "shown": 5907, "len_share": { "1": 0.0, "2": 0.7425, "3": 0.1408, "4": 0.1166 }, "len_precision": { "2": 0.8958, "3": 0.9435, "4": 0.9463 }, "saved_share": { "1": 0.0, "2": 0.719, "3": 0.1367, "4": 0.1443 } }, "min3": { "tau": 0.72, "min_words": 3, "precision": 0.9037, "coverage": 0.0184, "keystrokes_saved": 0.0251, "shown": 1984, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5232, "4": 0.4768 }, "len_precision": { "3": 0.8757, "4": 0.9345 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.435, "4": 0.565 } }, "step": { "tau": 0.66, "ext": 0.9, "precision": 0.9038, "coverage": 0.3908, "keystrokes_saved": 0.2296, "shown": 42066, "len_share": { "1": 0.9037, "2": 0.0661, "3": 0.0151, "4": 0.0151 }, "len_precision": { "1": 0.9009, "2": 0.9176, "3": 0.9575, "4": 0.9654 }, "saved_share": { "1": 0.8128, "2": 0.1084, "3": 0.031, "4": 0.0478 } } }, "seconds": 253.6 }, "n5-kn": { "name": "n5-kn", "group": "longer, prune 2", "data": "wc1m", "settings": { "n_prev": 5, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 2, 2 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 4888819, "contexts_kept": 657150, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 100277, "6": 89010 }, "export_mb": 26.1, "policies": { "joint": { "tau": 0.73, "precision": 0.9026, "coverage": 0.3667, "keystrokes_saved": 0.2184, "shown": 39474, "len_share": { "1": 0.8138, "2": 0.1306, "3": 0.028, "4": 0.0276 }, "len_precision": { "1": 0.9141, "2": 0.8458, "3": 0.8443, "4": 0.8934 }, "saved_share": { "1": 0.7048, "2": 0.1894, "3": 0.0424, "4": 0.0635 } }, "min2": { "tau": 0.8, "min_words": 2, "precision": 0.9011, "coverage": 0.0548, "keystrokes_saved": 0.0592, "shown": 5903, "len_share": { "1": 0.0, "2": 0.7159, "3": 0.1511, "4": 0.133 }, "len_precision": { "2": 0.8888, "3": 0.9215, "4": 0.9439 }, "saved_share": { "1": 0.0, "2": 0.6741, "3": 0.151, "4": 0.1748 } }, "min3": { "tau": 0.77, "min_words": 3, "precision": 0.9046, "coverage": 0.0177, "keystrokes_saved": 0.0241, "shown": 1907, "len_share": { "1": 0.0, "2": 0.0, "3": 0.527, "4": 0.473 }, "len_precision": { "3": 0.8866, "4": 0.9246 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.482, "4": 0.518 } }, "step": { "tau": 0.66, "ext": 0.9, "precision": 0.903, "coverage": 0.3916, "keystrokes_saved": 0.2304, "shown": 42145, "len_share": { "1": 0.8973, "2": 0.068, "3": 0.0158, "4": 0.019 }, "len_precision": { "1": 0.8993, "2": 0.9204, "3": 0.9639, "4": 0.965 }, "saved_share": { "1": 0.8036, "2": 0.1087, "3": 0.0294, "4": 0.0583 } } }, "seconds": 266.6 }, "n4-kn-long4": { "name": "n4-kn-long4", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 4 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 491144, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 23281 }, "export_mb": 21.0, "policies": { "joint": { "tau": 0.7, "precision": 0.9011, "coverage": 0.3766, "keystrokes_saved": 0.2222, "shown": 40533, "len_share": { "1": 0.8337, "2": 0.1251, "3": 0.0196, "4": 0.0216 }, "len_precision": { "1": 0.9087, "2": 0.8474, "3": 0.8854, "4": 0.9338 }, "saved_share": { "1": 0.7345, "2": 0.1846, "3": 0.0298, "4": 0.0512 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9032, "coverage": 0.0507, "keystrokes_saved": 0.0573, "shown": 5455, "len_share": { "1": 0.0, "2": 0.736, "3": 0.1333, "4": 0.1307 }, "len_precision": { "2": 0.8889, "3": 0.9464, "4": 0.9397 }, "saved_share": { "1": 0.0, "2": 0.7029, "3": 0.1305, "4": 0.1666 } }, "min3": { "tau": 0.69, "min_words": 3, "precision": 0.9059, "coverage": 0.0158, "keystrokes_saved": 0.0214, "shown": 1701, "len_share": { "1": 0.0, "2": 0.0, "3": 0.4774, "4": 0.5226 }, "len_precision": { "3": 0.883, "4": 0.9269 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4292, "4": 0.5708 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9001, "coverage": 0.3966, "keystrokes_saved": 0.2316, "shown": 42688, "len_share": { "1": 0.9137, "2": 0.0597, "3": 0.0126, "4": 0.014 }, "len_precision": { "1": 0.8975, "2": 0.9122, "3": 0.9608, "4": 0.9682 }, "saved_share": { "1": 0.8317, "2": 0.0996, "3": 0.0252, "4": 0.0436 } } }, "seconds": 212.4 }, "n4-kn-long8": { "name": "n4-kn-long8", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 478731, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 10868 }, "export_mb": 20.6, "policies": { "joint": { "tau": 0.7, "precision": 0.9024, "coverage": 0.3742, "keystrokes_saved": 0.2198, "shown": 40278, "len_share": { "1": 0.8474, "2": 0.1218, "3": 0.0167, "4": 0.0141 }, "len_precision": { "1": 0.91, "2": 0.8472, "3": 0.8882, "4": 0.9383 }, "saved_share": { "1": 0.7554, "2": 0.182, "3": 0.0265, "4": 0.0361 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9014, "coverage": 0.0453, "keystrokes_saved": 0.0526, "shown": 4879, "len_share": { "1": 0.0, "2": 0.792, "3": 0.1172, "4": 0.0908 }, "len_precision": { "2": 0.8887, "3": 0.9476, "4": 0.9526 }, "saved_share": { "1": 0.0, "2": 0.7609, "3": 0.1213, "4": 0.1178 } }, "min3": { "tau": 0.69, "min_words": 3, "precision": 0.9073, "coverage": 0.0118, "keystrokes_saved": 0.0174, "shown": 1273, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5452, "4": 0.4548 }, "len_precision": { "3": 0.8876, "4": 0.9309 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4832, "4": 0.5168 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9008, "coverage": 0.3943, "keystrokes_saved": 0.2291, "shown": 42437, "len_share": { "1": 0.9273, "2": 0.0551, "3": 0.0091, "4": 0.0085 }, "len_precision": { "1": 0.8988, "2": 0.9093, "3": 0.9742, "4": 0.9806 }, "saved_share": { "1": 0.8546, "2": 0.0966, "3": 0.0215, "4": 0.0273 } } }, "seconds": 223.7 }, "n4-kn-long16": { "name": "n4-kn-long16", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 16 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 474961, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 7098 }, "export_mb": 20.4, "policies": { "joint": { "tau": 0.69, "precision": 0.9, "coverage": 0.3771, "keystrokes_saved": 0.2205, "shown": 40590, "len_share": { "1": 0.8522, "2": 0.1213, "3": 0.0151, "4": 0.0115 }, "len_precision": { "1": 0.9073, "2": 0.8454, "3": 0.9086, "4": 0.9226 }, "saved_share": { "1": 0.7673, "2": 0.1784, "3": 0.0248, "4": 0.0295 } }, "min2": { "tau": 0.78, "min_words": 2, "precision": 0.9068, "coverage": 0.0408, "keystrokes_saved": 0.0481, "shown": 4387, "len_share": { "1": 0.0, "2": 0.814, "3": 0.1112, "4": 0.0748 }, "len_precision": { "2": 0.8969, "3": 0.9488, "4": 0.9512 }, "saved_share": { "1": 0.0, "2": 0.7867, "3": 0.1085, "4": 0.1047 } }, "min3": { "tau": 0.68, "min_words": 3, "precision": 0.9062, "coverage": 0.0104, "keystrokes_saved": 0.0156, "shown": 1120, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5795, "4": 0.4205 }, "len_precision": { "3": 0.8952, "4": 0.9214 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.5161, "4": 0.4839 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.901, "coverage": 0.3925, "keystrokes_saved": 0.2273, "shown": 42246, "len_share": { "1": 0.9342, "2": 0.0515, "3": 0.0077, "4": 0.0066 }, "len_precision": { "1": 0.8993, "2": 0.9085, "3": 0.9908, "4": 0.9893 }, "saved_share": { "1": 0.8669, "2": 0.0933, "3": 0.0187, "4": 0.0211 } } }, "seconds": 206.9 }, "n5-kn-long4": { "name": "n5-kn-long4", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 5, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 4, 4 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 4888819, "contexts_kept": 512389, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 23281, "6": 21245 }, "export_mb": 22.1, "policies": { "joint": { "tau": 0.71, "precision": 0.9036, "coverage": 0.3714, "keystrokes_saved": 0.22, "shown": 39974, "len_share": { "1": 0.8366, "2": 0.1204, "3": 0.0205, "4": 0.0226 }, "len_precision": { "1": 0.9112, "2": 0.8558, "3": 0.8839, "4": 0.8958 }, "saved_share": { "1": 0.7348, "2": 0.1803, "3": 0.029, "4": 0.056 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9011, "coverage": 0.0508, "keystrokes_saved": 0.0575, "shown": 5472, "len_share": { "1": 0.0, "2": 0.7341, "3": 0.1281, "4": 0.1378 }, "len_precision": { "2": 0.8887, "3": 0.9387, "4": 0.9324 }, "saved_share": { "1": 0.0, "2": 0.7039, "3": 0.123, "4": 0.1731 } }, "min3": { "tau": 0.73, "min_words": 3, "precision": 0.904, "coverage": 0.0152, "keystrokes_saved": 0.0205, "shown": 1636, "len_share": { "1": 0.0, "2": 0.0, "3": 0.4731, "4": 0.5269 }, "len_precision": { "3": 0.8992, "4": 0.9084 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.3818, "4": 0.6182 } }, "step": { "tau": 0.66, "ext": 0.9, "precision": 0.9045, "coverage": 0.3884, "keystrokes_saved": 0.2273, "shown": 41808, "len_share": { "1": 0.9124, "2": 0.0593, "3": 0.0125, "4": 0.0159 }, "len_precision": { "1": 0.9012, "2": 0.9233, "3": 0.9731, "4": 0.9713 }, "saved_share": { "1": 0.8302, "2": 0.098, "3": 0.0233, "4": 0.0486 } } }, "seconds": 220.7 }, "n5-kn-long8": { "name": "n5-kn-long8", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 5, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 4888819, "contexts_kept": 489105, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 10868, "6": 10374 }, "export_mb": 21.3, "policies": { "joint": { "tau": 0.7, "precision": 0.9013, "coverage": 0.3743, "keystrokes_saved": 0.2196, "shown": 40291, "len_share": { "1": 0.8472, "2": 0.1209, "3": 0.0172, "4": 0.0147 }, "len_precision": { "1": 0.9096, "2": 0.8456, "3": 0.8788, "4": 0.9071 }, "saved_share": { "1": 0.7545, "2": 0.1816, "3": 0.0284, "4": 0.0356 } }, "min2": { "tau": 0.78, "min_words": 2, "precision": 0.9069, "coverage": 0.0435, "keystrokes_saved": 0.051, "shown": 4683, "len_share": { "1": 0.0, "2": 0.7927, "3": 0.1121, "4": 0.0952 }, "len_precision": { "2": 0.8955, "3": 0.9505, "4": 0.9507 }, "saved_share": { "1": 0.0, "2": 0.7772, "3": 0.0952, "4": 0.1275 } }, "min3": { "tau": 0.72, "min_words": 3, "precision": 0.9073, "coverage": 0.0112, "keystrokes_saved": 0.0161, "shown": 1208, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5397, "4": 0.4603 }, "len_precision": { "3": 0.888, "4": 0.9299 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4512, "4": 0.5488 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9006, "coverage": 0.3942, "keystrokes_saved": 0.2289, "shown": 42432, "len_share": { "1": 0.928, "2": 0.0542, "3": 0.0089, "4": 0.009 }, "len_precision": { "1": 0.8982, "2": 0.9121, "3": 0.9947, "4": 0.9842 }, "saved_share": { "1": 0.8562, "2": 0.095, "3": 0.0202, "4": 0.0286 } } }, "seconds": 203.5 }, "n5-kn-long16": { "name": "n5-kn-long16", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 5, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 16, 16 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 4888819, "contexts_kept": 481906, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 7098, "6": 6945 }, "export_mb": 21.0, "policies": { "joint": { "tau": 0.7, "precision": 0.9029, "coverage": 0.3722, "keystrokes_saved": 0.2178, "shown": 40066, "len_share": { "1": 0.8562, "2": 0.1176, "3": 0.0153, "4": 0.0109 }, "len_precision": { "1": 0.9102, "2": 0.8469, "3": 0.9072, "4": 0.9268 }, "saved_share": { "1": 0.7683, "2": 0.1789, "3": 0.0244, "4": 0.0283 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9003, "coverage": 0.0416, "keystrokes_saved": 0.0488, "shown": 4482, "len_share": { "1": 0.0, "2": 0.8126, "3": 0.1089, "4": 0.0785 }, "len_precision": { "2": 0.8904, "3": 0.9385, "4": 0.9489 }, "saved_share": { "1": 0.0, "2": 0.7923, "3": 0.0994, "4": 0.1082 } }, "min3": { "tau": 0.7, "min_words": 3, "precision": 0.9153, "coverage": 0.0098, "keystrokes_saved": 0.015, "shown": 1051, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5842, "4": 0.4158 }, "len_precision": { "3": 0.9072, "4": 0.9268 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.5213, "4": 0.4787 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9006, "coverage": 0.3925, "keystrokes_saved": 0.2271, "shown": 42244, "len_share": { "1": 0.9344, "2": 0.051, "3": 0.0077, "4": 0.0068 }, "len_precision": { "1": 0.8987, "2": 0.91, "3": 0.9969, "4": 0.9895 }, "saved_share": { "1": 0.8677, "2": 0.0923, "3": 0.0185, "4": 0.0215 } } }, "seconds": 201.8 }, "n6-kn-long4": { "name": "n6-kn-long4", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 6, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 4, 4, 4 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 6119420, "contexts_kept": 532689, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 23281, "6": 21245, "7": 20300 }, "export_mb": 23.3, "policies": { "joint": { "tau": 0.71, "precision": 0.9033, "coverage": 0.3715, "keystrokes_saved": 0.2201, "shown": 39983, "len_share": { "1": 0.837, "2": 0.1198, "3": 0.0199, "4": 0.0234 }, "len_precision": { "1": 0.9108, "2": 0.8569, "3": 0.8907, "4": 0.8822 }, "saved_share": { "1": 0.7328, "2": 0.1801, "3": 0.0298, "4": 0.0572 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.903, "coverage": 0.0508, "keystrokes_saved": 0.0578, "shown": 5464, "len_share": { "1": 0.0, "2": 0.7317, "3": 0.1217, "4": 0.1466 }, "len_precision": { "2": 0.8882, "3": 0.9519, "4": 0.9363 }, "saved_share": { "1": 0.0, "2": 0.7003, "3": 0.1044, "4": 0.1953 } }, "min3": { "tau": 0.73, "min_words": 3, "precision": 0.9087, "coverage": 0.0153, "keystrokes_saved": 0.021, "shown": 1643, "len_share": { "1": 0.0, "2": 0.0, "3": 0.4559, "4": 0.5441 }, "len_precision": { "3": 0.9146, "4": 0.9038 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.3416, "4": 0.6584 } }, "step": { "tau": 0.66, "ext": 0.9, "precision": 0.9042, "coverage": 0.3885, "keystrokes_saved": 0.2274, "shown": 41818, "len_share": { "1": 0.9125, "2": 0.0583, "3": 0.0123, "4": 0.0169 }, "len_precision": { "1": 0.9009, "2": 0.9233, "3": 0.9728, "4": 0.966 }, "saved_share": { "1": 0.83, "2": 0.0973, "3": 0.0216, "4": 0.051 } } }, "seconds": 247.4 }, "n6-kn-long8": { "name": "n6-kn-long8", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 6, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8, 8, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 6119420, "contexts_kept": 499250, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 10868, "6": 10374, "7": 10145 }, "export_mb": 22.1, "policies": { "joint": { "tau": 0.7, "precision": 0.9015, "coverage": 0.3742, "keystrokes_saved": 0.2195, "shown": 40279, "len_share": { "1": 0.8486, "2": 0.1203, "3": 0.0167, "4": 0.0144 }, "len_precision": { "1": 0.9093, "2": 0.8462, "3": 0.8975, "4": 0.9053 }, "saved_share": { "1": 0.7549, "2": 0.1833, "3": 0.027, "4": 0.0348 } }, "min2": { "tau": 0.77, "min_words": 2, "precision": 0.9034, "coverage": 0.0446, "keystrokes_saved": 0.052, "shown": 4803, "len_share": { "1": 0.0, "2": 0.7928, "3": 0.1091, "4": 0.0981 }, "len_precision": { "2": 0.8881, "3": 0.9637, "4": 0.9597 }, "saved_share": { "1": 0.0, "2": 0.7742, "3": 0.0921, "4": 0.1336 } }, "min3": { "tau": 0.7, "min_words": 3, "precision": 0.9011, "coverage": 0.0117, "keystrokes_saved": 0.0169, "shown": 1254, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5367, "4": 0.4633 }, "len_precision": { "3": 0.8975, "4": 0.9053 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4949, "4": 0.5051 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9002, "coverage": 0.3943, "keystrokes_saved": 0.2288, "shown": 42436, "len_share": { "1": 0.9286, "2": 0.0533, "3": 0.0087, "4": 0.0094 }, "len_precision": { "1": 0.8979, "2": 0.9111, "3": 0.9946, "4": 0.985 }, "saved_share": { "1": 0.8574, "2": 0.0937, "3": 0.0201, "4": 0.0288 } } }, "seconds": 245.9 }, "n6-kn-long16": { "name": "n6-kn-long16", "group": "longer, prune long", "data": "wc1m", "settings": { "n_prev": 6, "smoothing": "kn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 16, 16, 16 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 6119420, "contexts_kept": 488786, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 7098, "6": 6945, "7": 6880 }, "export_mb": 21.5, "policies": { "joint": { "tau": 0.7, "precision": 0.9031, "coverage": 0.3722, "keystrokes_saved": 0.2177, "shown": 40058, "len_share": { "1": 0.8576, "2": 0.1173, "3": 0.0148, "4": 0.0103 }, "len_precision": { "1": 0.9099, "2": 0.8474, "3": 0.9207, "4": 0.9396 }, "saved_share": { "1": 0.7685, "2": 0.18, "3": 0.0256, "4": 0.0259 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.9002, "coverage": 0.0426, "keystrokes_saved": 0.05, "shown": 4590, "len_share": { "1": 0.0, "2": 0.8137, "3": 0.1094, "4": 0.0769 }, "len_precision": { "2": 0.8889, "3": 0.9442, "4": 0.9575 }, "saved_share": { "1": 0.0, "2": 0.7839, "3": 0.1177, "4": 0.0984 } }, "min3": { "tau": 0.68, "min_words": 3, "precision": 0.9122, "coverage": 0.01, "keystrokes_saved": 0.0151, "shown": 1071, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5864, "4": 0.4136 }, "len_precision": { "3": 0.9076, "4": 0.9187 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.53, "4": 0.47 } }, "step": { "tau": 0.64, "ext": 0.9, "precision": 0.9004, "coverage": 0.3925, "keystrokes_saved": 0.227, "shown": 42243, "len_share": { "1": 0.9353, "2": 0.0505, "3": 0.0076, "4": 0.0067 }, "len_precision": { "1": 0.8985, "2": 0.9105, "3": 0.9969, "4": 0.9894 }, "saved_share": { "1": 0.8683, "2": 0.0927, "3": 0.0194, "4": 0.0197 } } }, "seconds": 236.8 }, "n3-mkn": { "name": "n3-mkn", "group": "modified KN", "data": "wc1m", "settings": { "n_prev": 3, "smoothing": "mkn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 2482185, "contexts_kept": 467863, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429 }, "export_mb": 19.9, "policies": { "joint": { "tau": 0.64, "precision": 0.9047, "coverage": 0.3873, "keystrokes_saved": 0.2271, "shown": 41691, "len_share": { "1": 0.8419, "2": 0.1258, "3": 0.0196, "4": 0.0127 }, "len_precision": { "1": 0.9109, "2": 0.8684, "3": 0.8681, "4": 0.9038 }, "saved_share": { "1": 0.7621, "2": 0.1767, "3": 0.0273, "4": 0.0339 } }, "min2": { "tau": 0.71, "min_words": 2, "precision": 0.9018, "coverage": 0.0491, "keystrokes_saved": 0.0549, "shown": 5284, "len_share": { "1": 0.0, "2": 0.8085, "3": 0.1132, "4": 0.0783 }, "len_precision": { "2": 0.8965, "3": 0.9097, "4": 0.9444 }, "saved_share": { "1": 0.0, "2": 0.7896, "3": 0.1096, "4": 0.1008 } }, "min3": { "tau": 0.67, "min_words": 3, "precision": 0.9064, "coverage": 0.0111, "keystrokes_saved": 0.0159, "shown": 1196, "len_share": { "1": 0.0, "2": 0.0, "3": 0.6003, "4": 0.3997 }, "len_precision": { "3": 0.8983, "4": 0.9184 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.534, "4": 0.466 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.9028, "coverage": 0.4018, "keystrokes_saved": 0.2358, "shown": 43251, "len_share": { "1": 0.8934, "2": 0.0827, "3": 0.0126, "4": 0.0113 }, "len_precision": { "1": 0.9033, "2": 0.8918, "3": 0.9138, "4": 0.9366 }, "saved_share": { "1": 0.794, "2": 0.1439, "3": 0.0248, "4": 0.0373 } } }, "seconds": 167.2 }, "n4-mkn-long2": { "name": "n4-mkn-long2", "group": "modified KN", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 2 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 568140, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 100277 }, "export_mb": 23.1, "policies": { "joint": { "tau": 0.64, "precision": 0.9056, "coverage": 0.3868, "keystrokes_saved": 0.2268, "shown": 41630, "len_share": { "1": 0.845, "2": 0.1231, "3": 0.0189, "4": 0.013 }, "len_precision": { "1": 0.9114, "2": 0.8693, "3": 0.8832, "4": 0.9074 }, "saved_share": { "1": 0.7648, "2": 0.1754, "3": 0.0257, "4": 0.0341 } }, "min2": { "tau": 0.7, "min_words": 2, "precision": 0.9019, "coverage": 0.0507, "keystrokes_saved": 0.0556, "shown": 5454, "len_share": { "1": 0.0, "2": 0.8099, "3": 0.1071, "4": 0.0831 }, "len_precision": { "2": 0.8977, "3": 0.9075, "4": 0.936 }, "saved_share": { "1": 0.0, "2": 0.7833, "3": 0.1008, "4": 0.1159 } }, "min3": { "tau": 0.67, "min_words": 3, "precision": 0.9087, "coverage": 0.011, "keystrokes_saved": 0.0154, "shown": 1183, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5799, "4": 0.4201 }, "len_precision": { "3": 0.9023, "4": 0.9175 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.5042, "4": 0.4958 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.903, "coverage": 0.4016, "keystrokes_saved": 0.2358, "shown": 43222, "len_share": { "1": 0.8918, "2": 0.0829, "3": 0.013, "4": 0.0122 }, "len_precision": { "1": 0.9037, "2": 0.8851, "3": 0.929, "4": 0.9471 }, "saved_share": { "1": 0.7925, "2": 0.1429, "3": 0.0242, "4": 0.0404 } } }, "seconds": 183.4 }, "n4-mkn-long8": { "name": "n4-mkn-long8", "group": "modified KN", "data": "wc1m", "settings": { "n_prev": 4, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 3671904, "contexts_kept": 478731, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 10868 }, "export_mb": 20.6, "policies": { "joint": { "tau": 0.63, "precision": 0.9009, "coverage": 0.3888, "keystrokes_saved": 0.2279, "shown": 41844, "len_share": { "1": 0.8498, "2": 0.1242, "3": 0.0145, "4": 0.0115 }, "len_precision": { "1": 0.9087, "2": 0.8509, "3": 0.8711, "4": 0.9068 }, "saved_share": { "1": 0.7627, "2": 0.1853, "3": 0.0225, "4": 0.0295 } }, "min2": { "tau": 0.71, "min_words": 2, "precision": 0.9011, "coverage": 0.0426, "keystrokes_saved": 0.0483, "shown": 4581, "len_share": { "1": 0.0, "2": 0.8136, "3": 0.1004, "4": 0.086 }, "len_precision": { "2": 0.8951, "3": 0.9043, "4": 0.9543 }, "saved_share": { "1": 0.0, "2": 0.8009, "3": 0.0842, "4": 0.1149 } }, "min3": { "tau": 0.67, "min_words": 3, "precision": 0.9072, "coverage": 0.0093, "keystrokes_saved": 0.0129, "shown": 1002, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5559, "4": 0.4441 }, "len_precision": { "3": 0.8959, "4": 0.9213 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4578, "4": 0.5422 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.9038, "coverage": 0.3976, "keystrokes_saved": 0.2323, "shown": 42800, "len_share": { "1": 0.9023, "2": 0.0775, "3": 0.0103, "4": 0.0099 }, "len_precision": { "1": 0.9045, "2": 0.8869, "3": 0.9226, "4": 0.9505 }, "saved_share": { "1": 0.8103, "2": 0.1375, "3": 0.0195, "4": 0.0327 } } }, "seconds": 189.7 }, "n5-mkn-long8": { "name": "n5-mkn-long8", "group": "modified KN", "data": "wc1m", "settings": { "n_prev": 5, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 4888819, "contexts_kept": 489105, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429, "5": 10868, "6": 10374 }, "export_mb": 21.3, "policies": { "joint": { "tau": 0.63, "precision": 0.9008, "coverage": 0.3885, "keystrokes_saved": 0.2278, "shown": 41816, "len_share": { "1": 0.8516, "2": 0.1219, "3": 0.0144, "4": 0.0121 }, "len_precision": { "1": 0.9089, "2": 0.8519, "3": 0.8386, "4": 0.8957 }, "saved_share": { "1": 0.7655, "2": 0.1811, "3": 0.023, "4": 0.0303 } }, "min2": { "tau": 0.71, "min_words": 2, "precision": 0.9022, "coverage": 0.0419, "keystrokes_saved": 0.0474, "shown": 4509, "len_share": { "1": 0.0, "2": 0.8093, "3": 0.1011, "4": 0.0896 }, "len_precision": { "2": 0.8956, "3": 0.9101, "4": 0.953 }, "saved_share": { "1": 0.0, "2": 0.7999, "3": 0.0747, "4": 0.1254 } }, "min3": { "tau": 0.69, "min_words": 3, "precision": 0.9053, "coverage": 0.0086, "keystrokes_saved": 0.0119, "shown": 929, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5382, "4": 0.4618 }, "len_precision": { "3": 0.88, "4": 0.9347 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4404, "4": 0.5596 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.9041, "coverage": 0.3974, "keystrokes_saved": 0.2321, "shown": 42771, "len_share": { "1": 0.9047, "2": 0.0751, "3": 0.0101, "4": 0.0101 }, "len_precision": { "1": 0.9047, "2": 0.8923, "3": 0.9, "4": 0.9446 }, "saved_share": { "1": 0.8147, "2": 0.1349, "3": 0.0177, "4": 0.0327 } } }, "seconds": 137.9 }, "r2-n3-kn": { "name": "r2-n3-kn", "group": "more data", "data": "wc48r2", "settings": { "n_prev": 3, "smoothing": "kn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 234566 }, "vocab": 49001, "min_context_count": 2, "contexts_seen": 5332173, "contexts_kept": 979657, "contexts_by_len": { "1": 48465, "2": 300683, "3": 357730, "4": 272779 }, "export_mb": 1681.4, "policies": { "joint": { "tau": 0.72, "precision": 0.9018, "coverage": 0.3801, "keystrokes_saved": 0.224, "shown": 40908, "len_share": { "1": 0.8036, "2": 0.1521, "3": 0.0241, "4": 0.0202 }, "len_precision": { "1": 0.9124, "2": 0.8453, "3": 0.8934, "4": 0.9179 }, "saved_share": { "1": 0.7156, "2": 0.1999, "3": 0.0362, "4": 0.0483 } }, "min2": { "tau": 0.8, "min_words": 2, "precision": 0.9042, "coverage": 0.0561, "keystrokes_saved": 0.0597, "shown": 6042, "len_share": { "1": 0.0, "2": 0.784, "3": 0.1263, "4": 0.0897 }, "len_precision": { "2": 0.8968, "3": 0.9318, "4": 0.9299 }, "saved_share": { "1": 0.0, "2": 0.7316, "3": 0.1487, "4": 0.1197 } }, "min3": { "tau": 0.71, "min_words": 3, "precision": 0.902, "coverage": 0.0173, "keystrokes_saved": 0.0234, "shown": 1858, "len_share": { "1": 0.0, "2": 0.0, "3": 0.535, "4": 0.465 }, "len_precision": { "3": 0.8853, "4": 0.9213 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4625, "4": 0.5375 } }, "step": { "tau": 0.66, "ext": 0.9, "precision": 0.9039, "coverage": 0.3982, "keystrokes_saved": 0.233, "shown": 42863, "len_share": { "1": 0.9074, "2": 0.0656, "3": 0.0133, "4": 0.0137 }, "len_precision": { "1": 0.9025, "2": 0.8983, "3": 0.9666, "4": 0.9626 }, "saved_share": { "1": 0.8217, "2": 0.1057, "3": 0.0296, "4": 0.0429 } } }, "seconds": 384.6 }, "r2-n3-mkn": { "name": "r2-n3-mkn", "group": "more data", "data": "wc48r2", "settings": { "n_prev": 3, "smoothing": "mkn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 234566 }, "vocab": 49001, "min_context_count": 2, "contexts_seen": 5332173, "contexts_kept": 979657, "contexts_by_len": { "1": 48465, "2": 300683, "3": 357730, "4": 272779 }, "export_mb": 1681.4, "policies": { "joint": { "tau": 0.65, "precision": 0.9014, "coverage": 0.3916, "keystrokes_saved": 0.2313, "shown": 42148, "len_share": { "1": 0.8245, "2": 0.1404, "3": 0.0211, "4": 0.014 }, "len_precision": { "1": 0.9123, "2": 0.8443, "3": 0.8676, "4": 0.8868 }, "saved_share": { "1": 0.7298, "2": 0.2058, "3": 0.034, "4": 0.0304 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.9035, "coverage": 0.0488, "keystrokes_saved": 0.052, "shown": 5252, "len_share": { "1": 0.0, "2": 0.8273, "3": 0.1026, "4": 0.0701 }, "len_precision": { "2": 0.9038, "3": 0.8887, "4": 0.9212 }, "saved_share": { "1": 0.0, "2": 0.7966, "3": 0.0957, "4": 0.1078 } }, "min3": { "tau": 0.76, "min_words": 3, "precision": 0.9019, "coverage": 0.0084, "keystrokes_saved": 0.0126, "shown": 907, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5943, "4": 0.4057 }, "len_precision": { "3": 0.8887, "4": 0.9212 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.512, "4": 0.488 } }, "step": { "tau": 0.62, "ext": 0.8, "precision": 0.9037, "coverage": 0.4003, "keystrokes_saved": 0.2357, "shown": 43087, "len_share": { "1": 0.8735, "2": 0.098, "3": 0.0141, "4": 0.0143 }, "len_precision": { "1": 0.9075, "2": 0.8731, "3": 0.8933, "4": 0.8932 }, "saved_share": { "1": 0.7742, "2": 0.1556, "3": 0.0266, "4": 0.0437 } } }, "seconds": 373.0 }, "r2-n4-mkn-long8": { "name": "r2-n4-mkn-long8", "group": "more data", "data": "wc48r2", "settings": { "n_prev": 4, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 234566 }, "vocab": 49001, "min_context_count": 2, "contexts_seen": 7992738, "contexts_kept": 998819, "contexts_by_len": { "1": 48465, "2": 300683, "3": 357730, "4": 272779, "5": 19162 }, "export_mb": 1683.0, "policies": { "joint": { "tau": 0.64, "precision": 0.9006, "coverage": 0.3913, "keystrokes_saved": 0.23, "shown": 42117, "len_share": { "1": 0.841, "2": 0.1291, "3": 0.0162, "4": 0.0137 }, "len_precision": { "1": 0.9121, "2": 0.8312, "3": 0.8534, "4": 0.9014 }, "saved_share": { "1": 0.75, "2": 0.1909, "3": 0.0307, "4": 0.0284 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.902, "coverage": 0.0438, "keystrokes_saved": 0.0469, "shown": 4715, "len_share": { "1": 0.0, "2": 0.8263, "3": 0.0973, "4": 0.0764 }, "len_precision": { "2": 0.8966, "3": 0.9085, "4": 0.9528 }, "saved_share": { "1": 0.0, "2": 0.7896, "3": 0.0889, "4": 0.1215 } }, "min3": { "tau": 0.71, "min_words": 3, "precision": 0.9069, "coverage": 0.0095, "keystrokes_saved": 0.0132, "shown": 1020, "len_share": { "1": 0.0, "2": 0.0, "3": 0.55, "4": 0.45 }, "len_precision": { "3": 0.8824, "4": 0.9368 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4692, "4": 0.5308 } }, "step": { "tau": 0.6, "ext": 0.9, "precision": 0.9054, "coverage": 0.4033, "keystrokes_saved": 0.2326, "shown": 43412, "len_share": { "1": 0.9432, "2": 0.0427, "3": 0.007, "4": 0.0071 }, "len_precision": { "1": 0.9056, "2": 0.8786, "3": 0.9803, "4": 0.9709 }, "saved_share": { "1": 0.8879, "2": 0.0737, "3": 0.0153, "4": 0.0231 } } }, "seconds": 418.4 }, "r2-n4-mkn-long4": { "name": "r2-n4-mkn-long4", "group": "more data", "data": "wc48r2", "settings": { "n_prev": 4, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 4 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 234566 }, "vocab": 49001, "min_context_count": 2, "contexts_seen": 7992738, "contexts_kept": 1027652, "contexts_by_len": { "1": 48465, "2": 300683, "3": 357730, "4": 272779, "5": 47995 }, "export_mb": 1683.9, "policies": { "joint": { "tau": 0.64, "precision": 0.9, "coverage": 0.3938, "keystrokes_saved": 0.2319, "shown": 42389, "len_share": { "1": 0.8287, "2": 0.1361, "3": 0.0202, "4": 0.0151 }, "len_precision": { "1": 0.9111, "2": 0.8374, "3": 0.8715, "4": 0.8951 }, "saved_share": { "1": 0.7357, "2": 0.1982, "3": 0.0339, "4": 0.0322 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.9023, "coverage": 0.0475, "keystrokes_saved": 0.0501, "shown": 5108, "len_share": { "1": 0.0, "2": 0.8215, "3": 0.1038, "4": 0.0748 }, "len_precision": { "2": 0.8992, "3": 0.9075, "4": 0.9293 }, "saved_share": { "1": 0.0, "2": 0.7834, "3": 0.1065, "4": 0.1101 } }, "min3": { "tau": 0.69, "min_words": 3, "precision": 0.9, "coverage": 0.0113, "keystrokes_saved": 0.0159, "shown": 1220, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5451, "4": 0.4549 }, "len_precision": { "3": 0.8992, "4": 0.9009 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.5032, "4": 0.4968 } }, "step": { "tau": 0.62, "ext": 0.8, "precision": 0.9048, "coverage": 0.3983, "keystrokes_saved": 0.2343, "shown": 42869, "len_share": { "1": 0.8747, "2": 0.0966, "3": 0.0136, "4": 0.0151 }, "len_precision": { "1": 0.9083, "2": 0.8698, "3": 0.9125, "4": 0.9181 }, "saved_share": { "1": 0.7771, "2": 0.1517, "3": 0.0229, "4": 0.0483 } } }, "seconds": 400.4 }, "r2-n5-mkn-long8": { "name": "r2-n5-mkn-long8", "group": "more data", "data": "wc48r2", "settings": { "n_prev": 5, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 234566 }, "vocab": 49001, "min_context_count": 2, "contexts_seen": 10724624, "contexts_kept": 1016657, "contexts_by_len": { "1": 48465, "2": 300683, "3": 357730, "4": 272779, "5": 19162, "6": 17838 }, "export_mb": 1684.4, "policies": { "joint": { "tau": 0.64, "precision": 0.9013, "coverage": 0.391, "keystrokes_saved": 0.23, "shown": 42082, "len_share": { "1": 0.843, "2": 0.1273, "3": 0.0158, "4": 0.0139 }, "len_precision": { "1": 0.9125, "2": 0.8355, "3": 0.8363, "4": 0.9005 }, "saved_share": { "1": 0.753, "2": 0.1877, "3": 0.0307, "4": 0.0286 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.904, "coverage": 0.0432, "keystrokes_saved": 0.0462, "shown": 4655, "len_share": { "1": 0.0, "2": 0.8234, "3": 0.0969, "4": 0.0797 }, "len_precision": { "2": 0.8983, "3": 0.9047, "4": 0.9623 }, "saved_share": { "1": 0.0, "2": 0.7834, "3": 0.0959, "4": 0.1206 } }, "min3": { "tau": 0.7, "min_words": 3, "precision": 0.9085, "coverage": 0.0096, "keystrokes_saved": 0.0136, "shown": 1038, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5231, "4": 0.4769 }, "len_precision": { "3": 0.8969, "4": 0.9212 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4638, "4": 0.5362 } }, "step": { "tau": 0.6, "ext": 0.9, "precision": 0.9056, "coverage": 0.4031, "keystrokes_saved": 0.2325, "shown": 43389, "len_share": { "1": 0.9436, "2": 0.0416, "3": 0.0069, "4": 0.0078 }, "len_precision": { "1": 0.9056, "2": 0.8799, "3": 0.99, "4": 0.9735 }, "saved_share": { "1": 0.8906, "2": 0.0704, "3": 0.0146, "4": 0.0245 } } }, "seconds": 397.8 }, "r4-n3-mkn": { "name": "r4-n3-mkn", "group": "more data", "data": "wc48r4", "settings": { "n_prev": 3, "smoothing": "mkn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 269351 }, "vocab": 53651, "min_context_count": 2, "contexts_seen": 6084905, "contexts_kept": 1123247, "contexts_by_len": { "1": 53080, "2": 340174, "3": 413683, "4": 316310 }, "export_mb": 1687.8, "policies": { "joint": { "tau": 0.65, "precision": 0.9006, "coverage": 0.3919, "keystrokes_saved": 0.2309, "shown": 42178, "len_share": { "1": 0.8246, "2": 0.1405, "3": 0.0207, "4": 0.0141 }, "len_precision": { "1": 0.9118, "2": 0.8416, "3": 0.8709, "4": 0.879 }, "saved_share": { "1": 0.7319, "2": 0.2032, "3": 0.034, "4": 0.0309 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.9001, "coverage": 0.0488, "keystrokes_saved": 0.0519, "shown": 5257, "len_share": { "1": 0.0, "2": 0.8296, "3": 0.1012, "4": 0.0692 }, "len_precision": { "2": 0.9005, "3": 0.8853, "4": 0.9176 }, "saved_share": { "1": 0.0, "2": 0.7981, "3": 0.1015, "4": 0.1004 } }, "min3": { "tau": 0.77, "min_words": 3, "precision": 0.9122, "coverage": 0.0078, "keystrokes_saved": 0.0119, "shown": 843, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5931, "4": 0.4069 }, "len_precision": { "3": 0.904, "4": 0.9242 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.5383, "4": 0.4617 } }, "step": { "tau": 0.62, "ext": 0.8, "precision": 0.904, "coverage": 0.4018, "keystrokes_saved": 0.2373, "shown": 43250, "len_share": { "1": 0.8729, "2": 0.0985, "3": 0.0143, "4": 0.0143 }, "len_precision": { "1": 0.9084, "2": 0.8687, "3": 0.8918, "4": 0.89 }, "saved_share": { "1": 0.7749, "2": 0.1552, "3": 0.0264, "4": 0.0436 } } }, "seconds": 421.7 }, "r4-n4-mkn-long8": { "name": "r4-n4-mkn-long8", "group": "more data", "data": "wc48r4", "settings": { "n_prev": 4, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 269351 }, "vocab": 53651, "min_context_count": 2, "contexts_seen": 9146764, "contexts_kept": 1144770, "contexts_by_len": { "1": 53080, "2": 340174, "3": 413683, "4": 316310, "5": 21523 }, "export_mb": 1689.5, "policies": { "joint": { "tau": 0.64, "precision": 0.9, "coverage": 0.393, "keystrokes_saved": 0.2313, "shown": 42303, "len_share": { "1": 0.842, "2": 0.1285, "3": 0.0158, "4": 0.0138 }, "len_precision": { "1": 0.9122, "2": 0.8255, "3": 0.8576, "4": 0.8954 }, "saved_share": { "1": 0.7539, "2": 0.1877, "3": 0.0286, "4": 0.0299 } }, "min2": { "tau": 0.76, "min_words": 2, "precision": 0.9007, "coverage": 0.044, "keystrokes_saved": 0.0471, "shown": 4735, "len_share": { "1": 0.0, "2": 0.8272, "3": 0.0963, "4": 0.0765 }, "len_precision": { "2": 0.8966, "3": 0.8991, "4": 0.9475 }, "saved_share": { "1": 0.0, "2": 0.7898, "3": 0.0915, "4": 0.1187 } }, "min3": { "tau": 0.71, "min_words": 3, "precision": 0.9024, "coverage": 0.0096, "keystrokes_saved": 0.0133, "shown": 1035, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5469, "4": 0.4531 }, "len_precision": { "3": 0.8869, "4": 0.9211 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4948, "4": 0.5052 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.901, "coverage": 0.4069, "keystrokes_saved": 0.2384, "shown": 43796, "len_share": { "1": 0.8843, "2": 0.0923, "3": 0.0112, "4": 0.0123 }, "len_precision": { "1": 0.9047, "2": 0.8654, "3": 0.9018, "4": 0.8976 }, "saved_share": { "1": 0.795, "2": 0.1468, "3": 0.0194, "4": 0.0388 } } }, "seconds": 394.3 }, "r4-n5-mkn-long8": { "name": "r4-n5-mkn-long8", "group": "more data", "data": "wc48r4", "settings": { "n_prev": 5, "smoothing": "mkn", "min_count": 2, "order_min_counts": [ 2, 2, 2, 2, 8, 8 ] }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 269351 }, "vocab": 53651, "min_context_count": 2, "contexts_seen": 12292807, "contexts_kept": 1164765, "contexts_by_len": { "1": 53080, "2": 340174, "3": 413683, "4": 316310, "5": 21523, "6": 19995 }, "export_mb": 1691.2, "policies": { "joint": { "tau": 0.64, "precision": 0.9007, "coverage": 0.3927, "keystrokes_saved": 0.2312, "shown": 42271, "len_share": { "1": 0.8441, "2": 0.1263, "3": 0.0157, "4": 0.0139 }, "len_precision": { "1": 0.9125, "2": 0.8303, "3": 0.8406, "4": 0.8908 }, "saved_share": { "1": 0.7566, "2": 0.185, "3": 0.0289, "4": 0.0295 } }, "min2": { "tau": 0.75, "min_words": 2, "precision": 0.9009, "coverage": 0.0447, "keystrokes_saved": 0.0475, "shown": 4815, "len_share": { "1": 0.0, "2": 0.8172, "3": 0.1003, "4": 0.0825 }, "len_precision": { "2": 0.8968, "3": 0.8965, "4": 0.9471 }, "saved_share": { "1": 0.0, "2": 0.7893, "3": 0.0879, "4": 0.1227 } }, "min3": { "tau": 0.7, "min_words": 3, "precision": 0.9026, "coverage": 0.0097, "keystrokes_saved": 0.0137, "shown": 1047, "len_share": { "1": 0.0, "2": 0.0, "3": 0.5215, "4": 0.4785 }, "len_precision": { "3": 0.8956, "4": 0.9102 }, "saved_share": { "1": 0.0, "2": 0.0, "3": 0.4793, "4": 0.5207 } }, "step": { "tau": 0.6, "ext": 0.8, "precision": 0.9013, "coverage": 0.4067, "keystrokes_saved": 0.2383, "shown": 43775, "len_share": { "1": 0.8857, "2": 0.0904, "3": 0.0117, "4": 0.0123 }, "len_precision": { "1": 0.9049, "2": 0.8688, "3": 0.8787, "4": 0.9013 }, "saved_share": { "1": 0.7982, "2": 0.1436, "3": 0.0193, "4": 0.0388 } } }, "seconds": 426.0 }, "final-n3-kn": { "name": "final-n3-kn", "group": "final", "data": "wc1m", "settings": { "n_prev": 3, "smoothing": "kn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 2482185, "contexts_kept": 467863, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429 }, "export_mb": 18.4, "heldout": { "prompts": 711, "wildchat": 4000 }, "policies": { "joint": { "tau": 0.73, "precision": 0.902, "coverage": 0.3532, "keystrokes_saved": 0.2089, "shown": 108143, "len_share": { "1": 0.8081, "2": 0.1363, "3": 0.028, "4": 0.0276 }, "len_precision": { "1": 0.9083, "2": 0.8633, "3": 0.8825, "4": 0.9272 }, "saved_share": { "1": 0.7004, "2": 0.1944, "3": 0.0404, "4": 0.0647 } }, "stepfine": { "tau": 0.68, "ext": 0.85, "precision": 0.9001, "coverage": 0.3693, "keystrokes_saved": 0.218, "shown": 113072, "len_share": { "1": 0.8618, "2": 0.0904, "3": 0.0214, "4": 0.0263 }, "len_precision": { "1": 0.8978, "2": 0.8999, "3": 0.9326, "4": 0.9506 }, "saved_share": { "1": 0.7386, "2": 0.1435, "3": 0.0377, "4": 0.0802 } } }, "bin_mb": 9.8, "seconds": 367.5 }, "final-n3-mkn": { "name": "final-n3-mkn", "group": "final", "data": "wc1m", "settings": { "n_prev": 3, "smoothing": "mkn", "min_count": 2, "order_min_counts": null }, "lines": { "phrases": 1139, "prompts": 6421, "replies": 12833, "wildchat": 94678 }, "vocab": 29232, "min_context_count": 2, "contexts_seen": 2482185, "contexts_kept": 467863, "contexts_by_len": { "1": 28867, "2": 149984, "3": 164583, "4": 124429 }, "export_mb": 18.4, "heldout": { "prompts": 711, "wildchat": 4000 }, "policies": { "joint": { "tau": 0.65, "precision": 0.9009, "coverage": 0.3671, "keystrokes_saved": 0.2137, "shown": 112401, "len_share": { "1": 0.8448, "2": 0.1122, "3": 0.0229, "4": 0.02 }, "len_precision": { "1": 0.906, "2": 0.8668, "3": 0.8673, "4": 0.9179 }, "saved_share": { "1": 0.7623, "2": 0.1585, "3": 0.0303, "4": 0.0488 } }, "stepfine": { "tau": 0.62, "ext": 0.8, "precision": 0.9007, "coverage": 0.3782, "keystrokes_saved": 0.2207, "shown": 115799, "len_share": { "1": 0.8884, "2": 0.0784, "3": 0.0143, "4": 0.0189 }, "len_precision": { "1": 0.9001, "2": 0.8889, "3": 0.9228, "4": 0.9622 }, "saved_share": { "1": 0.7826, "2": 0.1344, "3": 0.0249, "4": 0.0581 } } }, "bin_mb": 9.8, "seconds": 349.6 } } }
{
"what": "Lookback / look-ahead experiments (local harness; compile settings as in each run's 'settings'). Each variant compiled without the held-out prompts, every held-out prompt typed one key at a time; per policy family, the threshold with the most keystrokes saved at >= 90% precision. joint = extend while the product of probabilities >= tau (old rule); step/stepfine = first word >= tau, then each next word >= ext (new rule); min2/min3 = show nothing unless >= 2/3 words clear tau. Runs named final-* use the larger held-out set (711 prompts + 4,000 WildChat); the rest use 711 + 1,000. wc48r2/wc48r4 = with extra WildChat-4.8M text (not adopted; size not verified). export_mb of stage-2 runs was over-estimated by a since-fixed bug.",
"target_precision": 0.9,
"runs": {
"n3-kn": {
"name": "n3-kn",
"group": "baseline",
"data": "wc1m",
"settings": {
"n_prev": 3,
"smoothing": "kn",
"min_count": 2,
"order_min_counts": null
},
"lines": {
"phrases": 1139,
"prompts": 6421,
"replies": 12833,
"wildchat": 94678
},
"vocab": 29232,
"min_context_count": 2,
"contexts_seen": 2482185,
"contexts_kept": 467863,
"contexts_by_len": {
"1": 28867,
"2": 149984,
"3": 164583,
"4": 124429
},
"export_mb": 19.9,
"policies": {
"joint": {
"tau": 0.71,
"precision": 0.9019,
"coverage": 0.3746,
"keystrokes_saved": 0.2219,
"shown": 40316,
"len_share": {
"1": 0.8151,
"2": 0.1415,
"3": 0.0233,
"4": 0.02
},
"len_precision": {
"1": 0.9108,
"2": 0.8465,
"3": 0.9032,
"4": 0.9306
},
"saved_share": {
"1": 0.7166,
"2": 0.1984,
"3": 0.0345,
"4": 0.0506
}
},
"min2": {
"tau": 0.77,
"min_words": 2,
"precision": 0.9,
"coverage": 0.0562,
"keystrokes_saved": 0.0626,
"shown": 6052,
"len_share": {
"1": 0.0,
"2": 0.7621,
"3": 0.1408,
"4": 0.0972
},
"len_precision": {
"2": 0.8896,
"3": 0.9319,
"4": 0.9354
},
"saved_share": {
"1": 0.0,
"2": 0.7337,
"3": 0.1417,
"4": 0.1246
}
},
"min3": {
"tau": 0.7,
"min_words": 3,
"precision": 0.9113,
"coverage": 0.017,
"keystrokes_saved": 0.0234,
"shown": 1826,
"len_share": {
"1": 0.0,
"2": 0.0,
"3": 0.5416,
"4": 0.4584
},
"len_precision": {
"3": 0.8948,
"4": 0.9307
},
"saved_share": {