{ "dataset": { "name": "deeparithmark-1", "path": "deeparithmark-dataset\\data\\deeparithmark-1.jsonl", "sha256": "8a54eb90b66b142b7fea422b34d851746d1cabc476dcba906c7f3ad5ddc66ee0", "items": 1000 }, "protocol": { "shots": 0, "dtype": "bfloat16", "batch_size": 32, "max_context": 1024, "metric": "acc_norm" }, "results": [ { "model": "HuggingFaceTB/nanowhale-100m-base", "params": 110369621, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 21.6, "acc_norm": 21.3, "soft": 24.462825590694113, "disagreements": 3, "by_depth": { "2": { "acc_norm": 15.6, "soft": 24.353654503521287, "n": 250 }, "3": { "acc_norm": 22.8, "soft": 23.593081014326426, "n": 250 }, "4": { "acc_norm": 23.6, "soft": 24.72705092032912, "n": 250 }, "5": { "acc_norm": 23.2, "soft": 25.17751592459953, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 22.727272727272727, "n": 44 }, "measurement": { "acc_norm": 27.272727272727273, "n": 33 }, "money": { "acc_norm": 22.22222222222222, "n": 63 }, "money_percent": { "acc_norm": 19.672131147540984, "n": 122 }, "money_rate": { "acc_norm": 22.61904761904762, "n": 84 }, "multi_step_inventory": { "acc_norm": 25.806451612903224, "n": 62 }, "percent": { "acc_norm": 27.083333333333332, "n": 48 }, "percent_money": { "acc_norm": 30.158730158730158, "n": 63 }, "percent_multi_step": { "acc_norm": 26.50602409638554, "n": 83 }, "rate": { "acc_norm": 16.129032258064516, "n": 62 }, "rate_pay": { "acc_norm": 24.444444444444443, "n": 45 }, "rate_time": { "acc_norm": 6.0606060606060606, "n": 33 }, "ratio": { "acc_norm": 20.481927710843372, "n": 83 }, "time": { "acc_norm": 15.428571428571429, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 30.158730158730158, "n": 63 }, "inventory_boxes": { "acc_norm": 25.806451612903224, "n": 62 }, "inventory_percent_chain": { "acc_norm": 26.50602409638554, "n": 83 }, "measure_cm_cut": { "acc_norm": 27.272727272727273, "n": 33 }, "mix_split": { "acc_norm": 22.22222222222222, "n": 63 }, "money_discount_fee": { "acc_norm": 19.672131147540984, "n": 122 }, "prize_ratio_charity": { "acc_norm": 20.481927710843372, "n": 83 }, "salary_overtime_tax": { "acc_norm": 22.61904761904762, "n": 84 }, "schedule_sessions": { "acc_norm": 25.53191489361702, "n": 47 }, "share_then_split": { "acc_norm": 22.727272727272727, "n": 44 }, "stock_percent_pack": { "acc_norm": 27.083333333333332, "n": 48 }, "tank_fill": { "acc_norm": 16.129032258064516, "n": 62 }, "time_clock_end": { "acc_norm": 11.71875, "n": 128 }, "trip_minutes": { "acc_norm": 6.0606060606060606, "n": 33 }, "two_rate_pay": { "acc_norm": 24.444444444444443, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 26.5, "acc_norm": 26.5, "soft": 25.85384303733876, "disagreements": 0, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 17.1875, "n": 128 }, "comparison": { "acc_norm": 20.454545454545453, "n": 44 }, "comparison_difference": { "acc_norm": 16.666666666666668, "n": 48 }, "data": { "acc_norm": 25.58139534883721, "n": 43 }, "division": { "acc_norm": 29.62962962962963, "n": 54 }, "fractions_counting": { "acc_norm": 16.0, "n": 50 }, "geometry_area": { "acc_norm": 40.38461538461539, "n": 52 }, "geometry_perimeter": { "acc_norm": 35.55555555555556, "n": 45 }, "measurement": { "acc_norm": 21.05263157894737, "n": 76 }, "money": { "acc_norm": 29.6875, "n": 64 }, "multiplication": { "acc_norm": 36.486486486486484, "n": 74 }, "patterns": { "acc_norm": 15.09433962264151, "n": 53 }, "subtraction": { "acc_norm": 23.076923076923077, "n": 117 }, "time": { "acc_norm": 63.63636363636363, "n": 55 }, "two_step_add_subtract": { "acc_norm": 17.391304347826086, "n": 46 }, "two_step_addition": { "acc_norm": 15.789473684210526, "n": 19 }, "two_step_subtraction": { "acc_norm": 34.375, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 31.57894736842105, "n": 19 }, "add_boxes": { "acc_norm": 15.384615384615385, "n": 26 }, "add_friend": { "acc_norm": 26.08695652173913, "n": 23 }, "add_shelf": { "acc_norm": 3.8461538461538463, "n": 26 }, "add_team": { "acc_norm": 20.833333333333332, "n": 24 }, "add_tray": { "acc_norm": 0.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 13.043478260869565, "n": 23 }, "comp_less_by": { "acc_norm": 15.384615384615385, "n": 26 }, "comp_more_by": { "acc_norm": 18.181818181818183, "n": 22 }, "comp_more_total": { "acc_norm": 28.571428571428573, "n": 21 }, "data_difference_votes": { "acc_norm": 18.181818181818183, "n": 22 }, "data_total_votes": { "acc_norm": 33.333333333333336, "n": 21 }, "div_bags": { "acc_norm": 36.8421052631579, "n": 19 }, "div_friends": { "acc_norm": 25.0, "n": 20 }, "div_rows": { "acc_norm": 26.666666666666668, "n": 15 }, "frac_left": { "acc_norm": 10.526315789473685, "n": 19 }, "frac_shared": { "acc_norm": 30.0, "n": 10 }, "frac_two_plates": { "acc_norm": 14.285714285714286, "n": 21 }, "geom_area_rect": { "acc_norm": 38.46153846153846, "n": 26 }, "geom_perim_rect": { "acc_norm": 26.923076923076923, "n": 26 }, "geom_perim_square": { "acc_norm": 47.36842105263158, "n": 19 }, "geom_tiles": { "acc_norm": 42.30769230769231, "n": 26 }, "measure_cut": { "acc_norm": 15.384615384615385, "n": 26 }, "measure_difference": { "acc_norm": 29.166666666666668, "n": 24 }, "measure_join": { "acc_norm": 19.23076923076923, "n": 26 }, "money_change": { "acc_norm": 36.0, "n": 25 }, "money_left": { "acc_norm": 31.57894736842105, "n": 19 }, "money_two_items": { "acc_norm": 20.0, "n": 20 }, "mult_boxes": { "acc_norm": 26.08695652173913, "n": 23 }, "mult_days": { "acc_norm": 28.0, "n": 25 }, "mult_rows": { "acc_norm": 53.84615384615385, "n": 26 }, "pattern_count_down": { "acc_norm": 21.05263157894737, "n": 19 }, "pattern_count_up": { "acc_norm": 16.666666666666668, "n": 24 }, "pattern_even_groups": { "acc_norm": 0.0, "n": 10 }, "sub_give": { "acc_norm": 19.047619047619047, "n": 21 }, "sub_lost": { "acc_norm": 13.043478260869565, "n": 23 }, "sub_sell": { "acc_norm": 20.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 38.46153846153846, "n": 26 }, "sub_used": { "acc_norm": 22.727272727272727, "n": 22 }, "time_left": { "acc_norm": 57.89473684210526, "n": 19 }, "time_session": { "acc_norm": 66.66666666666667, "n": 15 }, "time_two_sessions": { "acc_norm": 66.66666666666667, "n": 21 }, "two_add_three_groups": { "acc_norm": 15.789473684210526, "n": 19 }, "two_classroom_remove": { "acc_norm": 40.90909090909091, "n": 22 }, "two_collect_give": { "acc_norm": 12.0, "n": 25 }, "two_lunch": { "acc_norm": 23.80952380952381, "n": 21 }, "two_use_twice": { "acc_norm": 20.0, "n": 10 } } }, "seconds": 14.27 }, { "model": "ibm-granite/granite-4.0-350m-base", "params": 352379904, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 24.1, "acc_norm": 24.1, "soft": 25.337744118755822, "disagreements": 0, "by_depth": { "2": { "acc_norm": 24.4, "soft": 25.445643365098, "n": 250 }, "3": { "acc_norm": 22.0, "soft": 25.120026906483318, "n": 250 }, "4": { "acc_norm": 23.6, "soft": 25.378772879519985, "n": 250 }, "5": { "acc_norm": 26.4, "soft": 25.406533323921867, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 36.36363636363637, "n": 44 }, "measurement": { "acc_norm": 24.242424242424242, "n": 33 }, "money": { "acc_norm": 44.44444444444444, "n": 63 }, "money_percent": { "acc_norm": 9.01639344262295, "n": 122 }, "money_rate": { "acc_norm": 21.428571428571427, "n": 84 }, "multi_step_inventory": { "acc_norm": 11.290322580645162, "n": 62 }, "percent": { "acc_norm": 31.25, "n": 48 }, "percent_money": { "acc_norm": 20.634920634920636, "n": 63 }, "percent_multi_step": { "acc_norm": 31.325301204819276, "n": 83 }, "rate": { "acc_norm": 17.741935483870968, "n": 62 }, "rate_pay": { "acc_norm": 6.666666666666667, "n": 45 }, "rate_time": { "acc_norm": 6.0606060606060606, "n": 33 }, "ratio": { "acc_norm": 26.50602409638554, "n": 83 }, "time": { "acc_norm": 34.857142857142854, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 20.634920634920636, "n": 63 }, "inventory_boxes": { "acc_norm": 11.290322580645162, "n": 62 }, "inventory_percent_chain": { "acc_norm": 31.325301204819276, "n": 83 }, "measure_cm_cut": { "acc_norm": 24.242424242424242, "n": 33 }, "mix_split": { "acc_norm": 44.44444444444444, "n": 63 }, "money_discount_fee": { "acc_norm": 9.01639344262295, "n": 122 }, "prize_ratio_charity": { "acc_norm": 26.50602409638554, "n": 83 }, "salary_overtime_tax": { "acc_norm": 21.428571428571427, "n": 84 }, "schedule_sessions": { "acc_norm": 23.404255319148938, "n": 47 }, "share_then_split": { "acc_norm": 36.36363636363637, "n": 44 }, "stock_percent_pack": { "acc_norm": 31.25, "n": 48 }, "tank_fill": { "acc_norm": 17.741935483870968, "n": 62 }, "time_clock_end": { "acc_norm": 39.0625, "n": 128 }, "trip_minutes": { "acc_norm": 6.0606060606060606, "n": 33 }, "two_rate_pay": { "acc_norm": 6.666666666666667, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 75.7, "acc_norm": 75.7, "soft": 36.048257197266345, "disagreements": 0, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 54.6875, "n": 128 }, "comparison": { "acc_norm": 77.27272727272727, "n": 44 }, "comparison_difference": { "acc_norm": 91.66666666666667, "n": 48 }, "data": { "acc_norm": 69.76744186046511, "n": 43 }, "division": { "acc_norm": 98.14814814814815, "n": 54 }, "fractions_counting": { "acc_norm": 44.0, "n": 50 }, "geometry_area": { "acc_norm": 100.0, "n": 52 }, "geometry_perimeter": { "acc_norm": 82.22222222222223, "n": 45 }, "measurement": { "acc_norm": 88.15789473684211, "n": 76 }, "money": { "acc_norm": 89.0625, "n": 64 }, "multiplication": { "acc_norm": 100.0, "n": 74 }, "patterns": { "acc_norm": 98.11320754716981, "n": 53 }, "subtraction": { "acc_norm": 63.24786324786325, "n": 117 }, "time": { "acc_norm": 100.0, "n": 55 }, "two_step_add_subtract": { "acc_norm": 34.78260869565217, "n": 46 }, "two_step_addition": { "acc_norm": 63.1578947368421, "n": 19 }, "two_step_subtraction": { "acc_norm": 25.0, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 78.94736842105263, "n": 19 }, "add_boxes": { "acc_norm": 30.76923076923077, "n": 26 }, "add_friend": { "acc_norm": 73.91304347826087, "n": 23 }, "add_shelf": { "acc_norm": 65.38461538461539, "n": 26 }, "add_team": { "acc_norm": 45.833333333333336, "n": 24 }, "add_tray": { "acc_norm": 20.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 91.30434782608695, "n": 23 }, "comp_less_by": { "acc_norm": 88.46153846153847, "n": 26 }, "comp_more_by": { "acc_norm": 95.45454545454545, "n": 22 }, "comp_more_total": { "acc_norm": 61.904761904761905, "n": 21 }, "data_difference_votes": { "acc_norm": 100.0, "n": 22 }, "data_total_votes": { "acc_norm": 38.095238095238095, "n": 21 }, "div_bags": { "acc_norm": 94.73684210526316, "n": 19 }, "div_friends": { "acc_norm": 100.0, "n": 20 }, "div_rows": { "acc_norm": 100.0, "n": 15 }, "frac_left": { "acc_norm": 52.63157894736842, "n": 19 }, "frac_shared": { "acc_norm": 60.0, "n": 10 }, "frac_two_plates": { "acc_norm": 28.571428571428573, "n": 21 }, "geom_area_rect": { "acc_norm": 100.0, "n": 26 }, "geom_perim_rect": { "acc_norm": 69.23076923076923, "n": 26 }, "geom_perim_square": { "acc_norm": 100.0, "n": 19 }, "geom_tiles": { "acc_norm": 100.0, "n": 26 }, "measure_cut": { "acc_norm": 100.0, "n": 26 }, "measure_difference": { "acc_norm": 62.5, "n": 24 }, "measure_join": { "acc_norm": 100.0, "n": 26 }, "money_change": { "acc_norm": 88.0, "n": 25 }, "money_left": { "acc_norm": 100.0, "n": 19 }, "money_two_items": { "acc_norm": 80.0, "n": 20 }, "mult_boxes": { "acc_norm": 100.0, "n": 23 }, "mult_days": { "acc_norm": 100.0, "n": 25 }, "mult_rows": { "acc_norm": 100.0, "n": 26 }, "pattern_count_down": { "acc_norm": 100.0, "n": 19 }, "pattern_count_up": { "acc_norm": 100.0, "n": 24 }, "pattern_even_groups": { "acc_norm": 90.0, "n": 10 }, "sub_give": { "acc_norm": 42.857142857142854, "n": 21 }, "sub_lost": { "acc_norm": 34.78260869565217, "n": 23 }, "sub_sell": { "acc_norm": 84.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 53.84615384615385, "n": 26 }, "sub_used": { "acc_norm": 100.0, "n": 22 }, "time_left": { "acc_norm": 100.0, "n": 19 }, "time_session": { "acc_norm": 100.0, "n": 15 }, "time_two_sessions": { "acc_norm": 100.0, "n": 21 }, "two_add_three_groups": { "acc_norm": 63.1578947368421, "n": 19 }, "two_classroom_remove": { "acc_norm": 27.272727272727273, "n": 22 }, "two_collect_give": { "acc_norm": 28.0, "n": 25 }, "two_lunch": { "acc_norm": 42.857142857142854, "n": 21 }, "two_use_twice": { "acc_norm": 20.0, "n": 10 } } }, "seconds": 42.22 }, { "model": "LiquidAI/LFM2.5-350M-Base", "params": 354483968, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 20.4, "acc_norm": 20.0, "soft": 24.01239404680852, "disagreements": 4, "by_depth": { "2": { "acc_norm": 17.2, "soft": 23.28193058619246, "n": 250 }, "3": { "acc_norm": 23.6, "soft": 24.901596423659434, "n": 250 }, "4": { "acc_norm": 21.2, "soft": 24.58568205528652, "n": 250 }, "5": { "acc_norm": 18.0, "soft": 23.28036712209568, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 36.36363636363637, "n": 44 }, "measurement": { "acc_norm": 24.242424242424242, "n": 33 }, "money": { "acc_norm": 38.095238095238095, "n": 63 }, "money_percent": { "acc_norm": 16.39344262295082, "n": 122 }, "money_rate": { "acc_norm": 16.666666666666668, "n": 84 }, "multi_step_inventory": { "acc_norm": 11.290322580645162, "n": 62 }, "percent": { "acc_norm": 22.916666666666668, "n": 48 }, "percent_money": { "acc_norm": 14.285714285714286, "n": 63 }, "percent_multi_step": { "acc_norm": 16.867469879518072, "n": 83 }, "rate": { "acc_norm": 20.967741935483872, "n": 62 }, "rate_pay": { "acc_norm": 8.88888888888889, "n": 45 }, "rate_time": { "acc_norm": 15.151515151515152, "n": 33 }, "ratio": { "acc_norm": 20.481927710843372, "n": 83 }, "time": { "acc_norm": 21.714285714285715, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 14.285714285714286, "n": 63 }, "inventory_boxes": { "acc_norm": 11.290322580645162, "n": 62 }, "inventory_percent_chain": { "acc_norm": 16.867469879518072, "n": 83 }, "measure_cm_cut": { "acc_norm": 24.242424242424242, "n": 33 }, "mix_split": { "acc_norm": 38.095238095238095, "n": 63 }, "money_discount_fee": { "acc_norm": 16.39344262295082, "n": 122 }, "prize_ratio_charity": { "acc_norm": 20.481927710843372, "n": 83 }, "salary_overtime_tax": { "acc_norm": 16.666666666666668, "n": 84 }, "schedule_sessions": { "acc_norm": 31.914893617021278, "n": 47 }, "share_then_split": { "acc_norm": 36.36363636363637, "n": 44 }, "stock_percent_pack": { "acc_norm": 22.916666666666668, "n": 48 }, "tank_fill": { "acc_norm": 20.967741935483872, "n": 62 }, "time_clock_end": { "acc_norm": 17.96875, "n": 128 }, "trip_minutes": { "acc_norm": 15.151515151515152, "n": 33 }, "two_rate_pay": { "acc_norm": 8.88888888888889, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 36.0, "acc_norm": 36.0, "soft": 27.843545019300016, "disagreements": 0, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 24.21875, "n": 128 }, "comparison": { "acc_norm": 22.727272727272727, "n": 44 }, "comparison_difference": { "acc_norm": 22.916666666666668, "n": 48 }, "data": { "acc_norm": 18.6046511627907, "n": 43 }, "division": { "acc_norm": 48.148148148148145, "n": 54 }, "fractions_counting": { "acc_norm": 24.0, "n": 50 }, "geometry_area": { "acc_norm": 59.61538461538461, "n": 52 }, "geometry_perimeter": { "acc_norm": 42.22222222222222, "n": 45 }, "measurement": { "acc_norm": 28.94736842105263, "n": 76 }, "money": { "acc_norm": 21.875, "n": 64 }, "multiplication": { "acc_norm": 63.513513513513516, "n": 74 }, "patterns": { "acc_norm": 35.84905660377358, "n": 53 }, "subtraction": { "acc_norm": 23.076923076923077, "n": 117 }, "time": { "acc_norm": 94.54545454545455, "n": 55 }, "two_step_add_subtract": { "acc_norm": 39.130434782608695, "n": 46 }, "two_step_addition": { "acc_norm": 15.789473684210526, "n": 19 }, "two_step_subtraction": { "acc_norm": 31.25, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 15.789473684210526, "n": 19 }, "add_boxes": { "acc_norm": 30.76923076923077, "n": 26 }, "add_friend": { "acc_norm": 21.73913043478261, "n": 23 }, "add_shelf": { "acc_norm": 26.923076923076923, "n": 26 }, "add_team": { "acc_norm": 25.0, "n": 24 }, "add_tray": { "acc_norm": 20.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 26.08695652173913, "n": 23 }, "comp_less_by": { "acc_norm": 15.384615384615385, "n": 26 }, "comp_more_by": { "acc_norm": 31.818181818181817, "n": 22 }, "comp_more_total": { "acc_norm": 19.047619047619047, "n": 21 }, "data_difference_votes": { "acc_norm": 18.181818181818183, "n": 22 }, "data_total_votes": { "acc_norm": 19.047619047619047, "n": 21 }, "div_bags": { "acc_norm": 52.63157894736842, "n": 19 }, "div_friends": { "acc_norm": 55.0, "n": 20 }, "div_rows": { "acc_norm": 33.333333333333336, "n": 15 }, "frac_left": { "acc_norm": 31.57894736842105, "n": 19 }, "frac_shared": { "acc_norm": 20.0, "n": 10 }, "frac_two_plates": { "acc_norm": 19.047619047619047, "n": 21 }, "geom_area_rect": { "acc_norm": 61.53846153846154, "n": 26 }, "geom_perim_rect": { "acc_norm": 23.076923076923077, "n": 26 }, "geom_perim_square": { "acc_norm": 68.42105263157895, "n": 19 }, "geom_tiles": { "acc_norm": 57.69230769230769, "n": 26 }, "measure_cut": { "acc_norm": 38.46153846153846, "n": 26 }, "measure_difference": { "acc_norm": 25.0, "n": 24 }, "measure_join": { "acc_norm": 23.076923076923077, "n": 26 }, "money_change": { "acc_norm": 24.0, "n": 25 }, "money_left": { "acc_norm": 36.8421052631579, "n": 19 }, "money_two_items": { "acc_norm": 5.0, "n": 20 }, "mult_boxes": { "acc_norm": 56.52173913043478, "n": 23 }, "mult_days": { "acc_norm": 68.0, "n": 25 }, "mult_rows": { "acc_norm": 65.38461538461539, "n": 26 }, "pattern_count_down": { "acc_norm": 31.57894736842105, "n": 19 }, "pattern_count_up": { "acc_norm": 29.166666666666668, "n": 24 }, "pattern_even_groups": { "acc_norm": 60.0, "n": 10 }, "sub_give": { "acc_norm": 14.285714285714286, "n": 21 }, "sub_lost": { "acc_norm": 13.043478260869565, "n": 23 }, "sub_sell": { "acc_norm": 8.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 26.923076923076923, "n": 26 }, "sub_used": { "acc_norm": 54.54545454545455, "n": 22 }, "time_left": { "acc_norm": 94.73684210526316, "n": 19 }, "time_session": { "acc_norm": 86.66666666666667, "n": 15 }, "time_two_sessions": { "acc_norm": 100.0, "n": 21 }, "two_add_three_groups": { "acc_norm": 15.789473684210526, "n": 19 }, "two_classroom_remove": { "acc_norm": 27.272727272727273, "n": 22 }, "two_collect_give": { "acc_norm": 36.0, "n": 25 }, "two_lunch": { "acc_norm": 42.857142857142854, "n": 21 }, "two_use_twice": { "acc_norm": 40.0, "n": 10 } } }, "seconds": 31.32 }, { "model": "Qwen/Qwen3-0.6B-Base", "params": 596049920, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 29.9, "acc_norm": 29.2, "soft": 25.72885543106089, "disagreements": 59, "by_depth": { "2": { "acc_norm": 37.6, "soft": 26.218459615651994, "n": 250 }, "3": { "acc_norm": 32.0, "soft": 26.206088111676927, "n": 250 }, "4": { "acc_norm": 28.8, "soft": 25.827651149814034, "n": 250 }, "5": { "acc_norm": 18.4, "soft": 24.663222847100645, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 70.45454545454545, "n": 44 }, "measurement": { "acc_norm": 27.272727272727273, "n": 33 }, "money": { "acc_norm": 41.26984126984127, "n": 63 }, "money_percent": { "acc_norm": 31.147540983606557, "n": 122 }, "money_rate": { "acc_norm": 15.476190476190476, "n": 84 }, "multi_step_inventory": { "acc_norm": 35.483870967741936, "n": 62 }, "percent": { "acc_norm": 14.583333333333334, "n": 48 }, "percent_money": { "acc_norm": 19.047619047619047, "n": 63 }, "percent_multi_step": { "acc_norm": 18.072289156626507, "n": 83 }, "rate": { "acc_norm": 19.35483870967742, "n": 62 }, "rate_pay": { "acc_norm": 31.11111111111111, "n": 45 }, "rate_time": { "acc_norm": 21.21212121212121, "n": 33 }, "ratio": { "acc_norm": 21.686746987951807, "n": 83 }, "time": { "acc_norm": 38.857142857142854, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 19.047619047619047, "n": 63 }, "inventory_boxes": { "acc_norm": 35.483870967741936, "n": 62 }, "inventory_percent_chain": { "acc_norm": 18.072289156626507, "n": 83 }, "measure_cm_cut": { "acc_norm": 27.272727272727273, "n": 33 }, "mix_split": { "acc_norm": 41.26984126984127, "n": 63 }, "money_discount_fee": { "acc_norm": 31.147540983606557, "n": 122 }, "prize_ratio_charity": { "acc_norm": 21.686746987951807, "n": 83 }, "salary_overtime_tax": { "acc_norm": 15.476190476190476, "n": 84 }, "schedule_sessions": { "acc_norm": 25.53191489361702, "n": 47 }, "share_then_split": { "acc_norm": 70.45454545454545, "n": 44 }, "stock_percent_pack": { "acc_norm": 14.583333333333334, "n": 48 }, "tank_fill": { "acc_norm": 19.35483870967742, "n": 62 }, "time_clock_end": { "acc_norm": 43.75, "n": 128 }, "trip_minutes": { "acc_norm": 21.21212121212121, "n": 33 }, "two_rate_pay": { "acc_norm": 31.11111111111111, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 69.0, "acc_norm": 68.4, "soft": 33.99546114698905, "disagreements": 10, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 32.03125, "n": 128 }, "comparison": { "acc_norm": 97.72727272727273, "n": 44 }, "comparison_difference": { "acc_norm": 93.75, "n": 48 }, "data": { "acc_norm": 67.44186046511628, "n": 43 }, "division": { "acc_norm": 98.14814814814815, "n": 54 }, "fractions_counting": { "acc_norm": 42.0, "n": 50 }, "geometry_area": { "acc_norm": 100.0, "n": 52 }, "geometry_perimeter": { "acc_norm": 75.55555555555556, "n": 45 }, "measurement": { "acc_norm": 59.21052631578947, "n": 76 }, "money": { "acc_norm": 68.75, "n": 64 }, "multiplication": { "acc_norm": 100.0, "n": 74 }, "patterns": { "acc_norm": 100.0, "n": 53 }, "subtraction": { "acc_norm": 53.84615384615385, "n": 117 }, "time": { "acc_norm": 100.0, "n": 55 }, "two_step_add_subtract": { "acc_norm": 26.08695652173913, "n": 46 }, "two_step_addition": { "acc_norm": 78.94736842105263, "n": 19 }, "two_step_subtraction": { "acc_norm": 15.625, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 21.05263157894737, "n": 19 }, "add_boxes": { "acc_norm": 38.46153846153846, "n": 26 }, "add_friend": { "acc_norm": 30.434782608695652, "n": 23 }, "add_shelf": { "acc_norm": 34.61538461538461, "n": 26 }, "add_team": { "acc_norm": 37.5, "n": 24 }, "add_tray": { "acc_norm": 20.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 100.0, "n": 23 }, "comp_less_by": { "acc_norm": 88.46153846153847, "n": 26 }, "comp_more_by": { "acc_norm": 100.0, "n": 22 }, "comp_more_total": { "acc_norm": 95.23809523809524, "n": 21 }, "data_difference_votes": { "acc_norm": 81.81818181818181, "n": 22 }, "data_total_votes": { "acc_norm": 52.38095238095238, "n": 21 }, "div_bags": { "acc_norm": 94.73684210526316, "n": 19 }, "div_friends": { "acc_norm": 100.0, "n": 20 }, "div_rows": { "acc_norm": 100.0, "n": 15 }, "frac_left": { "acc_norm": 52.63157894736842, "n": 19 }, "frac_shared": { "acc_norm": 20.0, "n": 10 }, "frac_two_plates": { "acc_norm": 42.857142857142854, "n": 21 }, "geom_area_rect": { "acc_norm": 100.0, "n": 26 }, "geom_perim_rect": { "acc_norm": 57.69230769230769, "n": 26 }, "geom_perim_square": { "acc_norm": 100.0, "n": 19 }, "geom_tiles": { "acc_norm": 100.0, "n": 26 }, "measure_cut": { "acc_norm": 69.23076923076923, "n": 26 }, "measure_difference": { "acc_norm": 66.66666666666667, "n": 24 }, "measure_join": { "acc_norm": 42.30769230769231, "n": 26 }, "money_change": { "acc_norm": 76.0, "n": 25 }, "money_left": { "acc_norm": 94.73684210526316, "n": 19 }, "money_two_items": { "acc_norm": 35.0, "n": 20 }, "mult_boxes": { "acc_norm": 100.0, "n": 23 }, "mult_days": { "acc_norm": 100.0, "n": 25 }, "mult_rows": { "acc_norm": 100.0, "n": 26 }, "pattern_count_down": { "acc_norm": 100.0, "n": 19 }, "pattern_count_up": { "acc_norm": 100.0, "n": 24 }, "pattern_even_groups": { "acc_norm": 100.0, "n": 10 }, "sub_give": { "acc_norm": 52.38095238095238, "n": 21 }, "sub_lost": { "acc_norm": 21.73913043478261, "n": 23 }, "sub_sell": { "acc_norm": 68.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 80.76923076923077, "n": 26 }, "sub_used": { "acc_norm": 40.90909090909091, "n": 22 }, "time_left": { "acc_norm": 100.0, "n": 19 }, "time_session": { "acc_norm": 100.0, "n": 15 }, "time_two_sessions": { "acc_norm": 100.0, "n": 21 }, "two_add_three_groups": { "acc_norm": 78.94736842105263, "n": 19 }, "two_classroom_remove": { "acc_norm": 13.636363636363637, "n": 22 }, "two_collect_give": { "acc_norm": 20.0, "n": 25 }, "two_lunch": { "acc_norm": 33.333333333333336, "n": 21 }, "two_use_twice": { "acc_norm": 20.0, "n": 10 } } }, "seconds": 72.8 }, { "model": "Qwen/Qwen3.5-0.8B-Base", "params": 752393024, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 27.0, "acc_norm": 26.7, "soft": 25.476864875352845, "disagreements": 39, "by_depth": { "2": { "acc_norm": 28.8, "soft": 25.581087844845392, "n": 250 }, "3": { "acc_norm": 24.4, "soft": 25.683766961099032, "n": 250 }, "4": { "acc_norm": 28.8, "soft": 25.509497003686313, "n": 250 }, "5": { "acc_norm": 24.8, "soft": 25.133107691780598, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 27.272727272727273, "n": 44 }, "measurement": { "acc_norm": 30.303030303030305, "n": 33 }, "money": { "acc_norm": 38.095238095238095, "n": 63 }, "money_percent": { "acc_norm": 12.295081967213115, "n": 122 }, "money_rate": { "acc_norm": 23.80952380952381, "n": 84 }, "multi_step_inventory": { "acc_norm": 30.64516129032258, "n": 62 }, "percent": { "acc_norm": 37.5, "n": 48 }, "percent_money": { "acc_norm": 26.984126984126984, "n": 63 }, "percent_multi_step": { "acc_norm": 22.89156626506024, "n": 83 }, "rate": { "acc_norm": 19.35483870967742, "n": 62 }, "rate_pay": { "acc_norm": 13.333333333333334, "n": 45 }, "rate_time": { "acc_norm": 3.0303030303030303, "n": 33 }, "ratio": { "acc_norm": 27.710843373493976, "n": 83 }, "time": { "acc_norm": 40.57142857142857, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 26.984126984126984, "n": 63 }, "inventory_boxes": { "acc_norm": 30.64516129032258, "n": 62 }, "inventory_percent_chain": { "acc_norm": 22.89156626506024, "n": 83 }, "measure_cm_cut": { "acc_norm": 30.303030303030305, "n": 33 }, "mix_split": { "acc_norm": 38.095238095238095, "n": 63 }, "money_discount_fee": { "acc_norm": 12.295081967213115, "n": 122 }, "prize_ratio_charity": { "acc_norm": 27.710843373493976, "n": 83 }, "salary_overtime_tax": { "acc_norm": 23.80952380952381, "n": 84 }, "schedule_sessions": { "acc_norm": 29.78723404255319, "n": 47 }, "share_then_split": { "acc_norm": 27.272727272727273, "n": 44 }, "stock_percent_pack": { "acc_norm": 37.5, "n": 48 }, "tank_fill": { "acc_norm": 19.35483870967742, "n": 62 }, "time_clock_end": { "acc_norm": 44.53125, "n": 128 }, "trip_minutes": { "acc_norm": 3.0303030303030303, "n": 33 }, "two_rate_pay": { "acc_norm": 13.333333333333334, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 75.7, "acc_norm": 75.4, "soft": 35.27921311953758, "disagreements": 5, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 54.6875, "n": 128 }, "comparison": { "acc_norm": 95.45454545454545, "n": 44 }, "comparison_difference": { "acc_norm": 100.0, "n": 48 }, "data": { "acc_norm": 58.13953488372093, "n": 43 }, "division": { "acc_norm": 100.0, "n": 54 }, "fractions_counting": { "acc_norm": 34.0, "n": 50 }, "geometry_area": { "acc_norm": 96.15384615384616, "n": 52 }, "geometry_perimeter": { "acc_norm": 82.22222222222223, "n": 45 }, "measurement": { "acc_norm": 65.78947368421052, "n": 76 }, "money": { "acc_norm": 93.75, "n": 64 }, "multiplication": { "acc_norm": 89.1891891891892, "n": 74 }, "patterns": { "acc_norm": 100.0, "n": 53 }, "subtraction": { "acc_norm": 74.35897435897436, "n": 117 }, "time": { "acc_norm": 100.0, "n": 55 }, "two_step_add_subtract": { "acc_norm": 26.08695652173913, "n": 46 }, "two_step_addition": { "acc_norm": 89.47368421052632, "n": 19 }, "two_step_subtraction": { "acc_norm": 34.375, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 63.1578947368421, "n": 19 }, "add_boxes": { "acc_norm": 30.76923076923077, "n": 26 }, "add_friend": { "acc_norm": 73.91304347826087, "n": 23 }, "add_shelf": { "acc_norm": 76.92307692307692, "n": 26 }, "add_team": { "acc_norm": 37.5, "n": 24 }, "add_tray": { "acc_norm": 40.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 100.0, "n": 23 }, "comp_less_by": { "acc_norm": 100.0, "n": 26 }, "comp_more_by": { "acc_norm": 100.0, "n": 22 }, "comp_more_total": { "acc_norm": 90.47619047619048, "n": 21 }, "data_difference_votes": { "acc_norm": 100.0, "n": 22 }, "data_total_votes": { "acc_norm": 14.285714285714286, "n": 21 }, "div_bags": { "acc_norm": 100.0, "n": 19 }, "div_friends": { "acc_norm": 100.0, "n": 20 }, "div_rows": { "acc_norm": 100.0, "n": 15 }, "frac_left": { "acc_norm": 26.31578947368421, "n": 19 }, "frac_shared": { "acc_norm": 60.0, "n": 10 }, "frac_two_plates": { "acc_norm": 28.571428571428573, "n": 21 }, "geom_area_rect": { "acc_norm": 100.0, "n": 26 }, "geom_perim_rect": { "acc_norm": 69.23076923076923, "n": 26 }, "geom_perim_square": { "acc_norm": 100.0, "n": 19 }, "geom_tiles": { "acc_norm": 92.3076923076923, "n": 26 }, "measure_cut": { "acc_norm": 42.30769230769231, "n": 26 }, "measure_difference": { "acc_norm": 91.66666666666667, "n": 24 }, "measure_join": { "acc_norm": 65.38461538461539, "n": 26 }, "money_change": { "acc_norm": 96.0, "n": 25 }, "money_left": { "acc_norm": 100.0, "n": 19 }, "money_two_items": { "acc_norm": 85.0, "n": 20 }, "mult_boxes": { "acc_norm": 82.6086956521739, "n": 23 }, "mult_days": { "acc_norm": 96.0, "n": 25 }, "mult_rows": { "acc_norm": 88.46153846153847, "n": 26 }, "pattern_count_down": { "acc_norm": 100.0, "n": 19 }, "pattern_count_up": { "acc_norm": 100.0, "n": 24 }, "pattern_even_groups": { "acc_norm": 100.0, "n": 10 }, "sub_give": { "acc_norm": 28.571428571428573, "n": 21 }, "sub_lost": { "acc_norm": 43.47826086956522, "n": 23 }, "sub_sell": { "acc_norm": 96.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 100.0, "n": 26 }, "sub_used": { "acc_norm": 95.45454545454545, "n": 22 }, "time_left": { "acc_norm": 100.0, "n": 19 }, "time_session": { "acc_norm": 100.0, "n": 15 }, "time_two_sessions": { "acc_norm": 100.0, "n": 21 }, "two_add_three_groups": { "acc_norm": 89.47368421052632, "n": 19 }, "two_classroom_remove": { "acc_norm": 31.818181818181817, "n": 22 }, "two_collect_give": { "acc_norm": 28.0, "n": 25 }, "two_lunch": { "acc_norm": 23.80952380952381, "n": 21 }, "two_use_twice": { "acc_norm": 40.0, "n": 10 } } }, "seconds": 178.91 }, { "model": "togethercomputer/Tev1-0.8B-experimental", "params": 752393024, "protocol": { "dtype": "torch.bfloat16", "batch_size": 32, "max_context": 1024, "shots": 0 }, "deeparithmark": { "n": 1000, "acc": 22.1, "acc_norm": 23.1, "soft": 25.303719574335297, "disagreements": 38, "by_depth": { "2": { "acc_norm": 20.8, "soft": 25.320406476569072, "n": 250 }, "3": { "acc_norm": 24.4, "soft": 25.619604172043225, "n": 250 }, "4": { "acc_norm": 23.6, "soft": 25.367567267891502, "n": 250 }, "5": { "acc_norm": 23.6, "soft": 24.907300380837295, "n": 250 } }, "by_topic": { "fractions": { "acc_norm": 40.90909090909091, "n": 44 }, "measurement": { "acc_norm": 21.21212121212121, "n": 33 }, "money": { "acc_norm": 34.92063492063492, "n": 63 }, "money_percent": { "acc_norm": 4.098360655737705, "n": 122 }, "money_rate": { "acc_norm": 22.61904761904762, "n": 84 }, "multi_step_inventory": { "acc_norm": 20.967741935483872, "n": 62 }, "percent": { "acc_norm": 29.166666666666668, "n": 48 }, "percent_money": { "acc_norm": 17.46031746031746, "n": 63 }, "percent_multi_step": { "acc_norm": 20.481927710843372, "n": 83 }, "rate": { "acc_norm": 20.967741935483872, "n": 62 }, "rate_pay": { "acc_norm": 15.555555555555555, "n": 45 }, "rate_time": { "acc_norm": 3.0303030303030303, "n": 33 }, "ratio": { "acc_norm": 27.710843373493976, "n": 83 }, "time": { "acc_norm": 34.857142857142854, "n": 175 } }, "by_template": { "discount_tax_coupon_split": { "acc_norm": 17.46031746031746, "n": 63 }, "inventory_boxes": { "acc_norm": 20.967741935483872, "n": 62 }, "inventory_percent_chain": { "acc_norm": 20.481927710843372, "n": 83 }, "measure_cm_cut": { "acc_norm": 21.21212121212121, "n": 33 }, "mix_split": { "acc_norm": 34.92063492063492, "n": 63 }, "money_discount_fee": { "acc_norm": 4.098360655737705, "n": 122 }, "prize_ratio_charity": { "acc_norm": 27.710843373493976, "n": 83 }, "salary_overtime_tax": { "acc_norm": 22.61904761904762, "n": 84 }, "schedule_sessions": { "acc_norm": 29.78723404255319, "n": 47 }, "share_then_split": { "acc_norm": 40.90909090909091, "n": 44 }, "stock_percent_pack": { "acc_norm": 29.166666666666668, "n": 48 }, "tank_fill": { "acc_norm": 20.967741935483872, "n": 62 }, "time_clock_end": { "acc_norm": 36.71875, "n": 128 }, "trip_minutes": { "acc_norm": 3.0303030303030303, "n": 33 }, "two_rate_pay": { "acc_norm": 15.555555555555555, "n": 45 } } }, "arithmark3": { "n": 1000, "acc": 71.4, "acc_norm": 71.4, "soft": 33.4996357768817, "disagreements": 2, "by_depth": {}, "by_topic": { "addition": { "acc_norm": 46.875, "n": 128 }, "comparison": { "acc_norm": 97.72727272727273, "n": 44 }, "comparison_difference": { "acc_norm": 100.0, "n": 48 }, "data": { "acc_norm": 65.11627906976744, "n": 43 }, "division": { "acc_norm": 100.0, "n": 54 }, "fractions_counting": { "acc_norm": 34.0, "n": 50 }, "geometry_area": { "acc_norm": 88.46153846153847, "n": 52 }, "geometry_perimeter": { "acc_norm": 73.33333333333333, "n": 45 }, "measurement": { "acc_norm": 60.526315789473685, "n": 76 }, "money": { "acc_norm": 89.0625, "n": 64 }, "multiplication": { "acc_norm": 75.67567567567568, "n": 74 }, "patterns": { "acc_norm": 98.11320754716981, "n": 53 }, "subtraction": { "acc_norm": 64.95726495726495, "n": 117 }, "time": { "acc_norm": 100.0, "n": 55 }, "two_step_add_subtract": { "acc_norm": 28.26086956521739, "n": 46 }, "two_step_addition": { "acc_norm": 100.0, "n": 19 }, "two_step_subtraction": { "acc_norm": 34.375, "n": 32 } }, "by_template": { "add_bag": { "acc_norm": 36.8421052631579, "n": 19 }, "add_boxes": { "acc_norm": 30.76923076923077, "n": 26 }, "add_friend": { "acc_norm": 60.869565217391305, "n": 23 }, "add_shelf": { "acc_norm": 92.3076923076923, "n": 26 }, "add_team": { "acc_norm": 16.666666666666668, "n": 24 }, "add_tray": { "acc_norm": 30.0, "n": 10 }, "comp_fewer_total": { "acc_norm": 100.0, "n": 23 }, "comp_less_by": { "acc_norm": 100.0, "n": 26 }, "comp_more_by": { "acc_norm": 100.0, "n": 22 }, "comp_more_total": { "acc_norm": 95.23809523809524, "n": 21 }, "data_difference_votes": { "acc_norm": 100.0, "n": 22 }, "data_total_votes": { "acc_norm": 28.571428571428573, "n": 21 }, "div_bags": { "acc_norm": 100.0, "n": 19 }, "div_friends": { "acc_norm": 100.0, "n": 20 }, "div_rows": { "acc_norm": 100.0, "n": 15 }, "frac_left": { "acc_norm": 47.36842105263158, "n": 19 }, "frac_shared": { "acc_norm": 10.0, "n": 10 }, "frac_two_plates": { "acc_norm": 33.333333333333336, "n": 21 }, "geom_area_rect": { "acc_norm": 96.15384615384616, "n": 26 }, "geom_perim_rect": { "acc_norm": 53.84615384615385, "n": 26 }, "geom_perim_square": { "acc_norm": 100.0, "n": 19 }, "geom_tiles": { "acc_norm": 80.76923076923077, "n": 26 }, "measure_cut": { "acc_norm": 34.61538461538461, "n": 26 }, "measure_difference": { "acc_norm": 100.0, "n": 24 }, "measure_join": { "acc_norm": 50.0, "n": 26 }, "money_change": { "acc_norm": 100.0, "n": 25 }, "money_left": { "acc_norm": 94.73684210526316, "n": 19 }, "money_two_items": { "acc_norm": 70.0, "n": 20 }, "mult_boxes": { "acc_norm": 82.6086956521739, "n": 23 }, "mult_days": { "acc_norm": 92.0, "n": 25 }, "mult_rows": { "acc_norm": 53.84615384615385, "n": 26 }, "pattern_count_down": { "acc_norm": 94.73684210526316, "n": 19 }, "pattern_count_up": { "acc_norm": 100.0, "n": 24 }, "pattern_even_groups": { "acc_norm": 100.0, "n": 10 }, "sub_give": { "acc_norm": 23.80952380952381, "n": 21 }, "sub_lost": { "acc_norm": 8.695652173913043, "n": 23 }, "sub_sell": { "acc_norm": 84.0, "n": 25 }, "sub_take_from_box": { "acc_norm": 100.0, "n": 26 }, "sub_used": { "acc_norm": 100.0, "n": 22 }, "time_left": { "acc_norm": 100.0, "n": 19 }, "time_session": { "acc_norm": 100.0, "n": 15 }, "time_two_sessions": { "acc_norm": 100.0, "n": 21 }, "two_add_three_groups": { "acc_norm": 100.0, "n": 19 }, "two_classroom_remove": { "acc_norm": 22.727272727272727, "n": 22 }, "two_collect_give": { "acc_norm": 28.0, "n": 25 }, "two_lunch": { "acc_norm": 28.571428571428573, "n": 21 }, "two_use_twice": { "acc_norm": 60.0, "n": 10 } } }, "seconds": 190.64 } ] }