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Algorithm & Model Rank AC CE WA RE TLE MLE EXE Hack Rate
algo(Qwen2.5-14B-Instruct) rank5 93.60% (8749) 0.00% (0) 5.75% (537) 0.33% (31) 0.32% (30) 0.00% (0) 0.00% (0) 6.4%
crux(Qwen2.5-14B-Instruct) rank5 79.34% (7416) 0.00% (0) 18.08% (1690) 1.07% (100) 1.51% (141) 0.00% (0) 0.00% (0) 20.66%
ht(Qwen2.5-14B-Instruct) rank5 56.29% (5261) 0.00% (0) 37.02% (3460) 1.47% (137) 5.23% (489) 0.00% (0) 0.00% (0) 43.71%
lcb(Qwen2.5-14B-Instruct) rank5 42.54% (3976) 0.00% (0) 49.32% (4610) 1.85% (173) 6.29% (588) 0.00% (0) 0.00% (0) 57.46%
predo(Qwen2.5-14B-Instruct) rank5 93.26% (8717) 0.00% (0) 5.84% (546) 0.33% (31) 0.57% (53) 0.00% (0) 0.00% (0) 6.74%
algo(Qwen2.5-32B-Instruct) rank5 94.85% (8866) 0.00% (0) 4.61% (431) 0.22% (21) 0.31% (29) 0.00% (0) 0.00% (0) 5.15%
crux(Qwen2.5-32B-Instruct) rank5 82.75% (7735) 0.00% (0) 14.42% (1348) 0.89% (83) 1.94% (181) 0.00% (0) 0.00% (0) 17.25%
ht(Qwen2.5-32B-Instruct) rank5 61.65% (5762) 0.00% (0) 32.20% (3010) 1.19% (111) 4.96% (464) 0.00% (0) 0.00% (0) 38.35%
lcb(Qwen2.5-32B-Instruct) rank5 56.24% (5257) 0.00% (0) 38.72% (3619) 1.65% (154) 3.39% (317) 0.00% (0) 0.00% (0) 43.76%
predo(Qwen2.5-32B-Instruct) rank5 74.97% (7007) 0.00% (0) 22.98% (2148) 1.04% (97) 1.02% (95) 0.00% (0) 0.00% (0) 25.03%
algo(Qwen2.5-Coder-14B-Instruct) rank5 98.74% (9229) 0.00% (0) 1.10% (103) 0.15% (14) 0.01% (1) 0.00% (0) 0.00% (0) 1.26%
crux(Qwen2.5-Coder-14B-Instruct) rank5 80.73% (7546) 0.00% (0) 16.10% (1505) 1.02% (95) 2.15% (201) 0.00% (0) 0.00% (0) 19.27%
ht(Qwen2.5-Coder-14B-Instruct) rank5 63.08% (5896) 0.00% (0) 31.60% (2954) 1.32% (123) 4.00% (374) 0.00% (0) 0.00% (0) 36.92%
lcb(Qwen2.5-Coder-14B-Instruct) rank5 34.02% (3180) 0.00% (0) 59.10% (5524) 2.52% (236) 4.35% (407) 0.00% (0) 0.00% (0) 65.98%
predo(Qwen2.5-Coder-14B-Instruct) rank5 95.21% (8899) 0.00% (0) 4.35% (407) 0.24% (22) 0.20% (19) 0.00% (0) 0.00% (0) 4.79%
algo(Qwen2.5-Coder-32B-Instruct) rank5 90.38% (8448) 0.00% (0) 8.49% (794) 0.52% (49) 0.60% (56) 0.00% (0) 0.00% (0) 9.62%
crux(Qwen2.5-Coder-32B-Instruct) rank5 100.00% (9347) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.0%
ht(Qwen2.5-Coder-32B-Instruct) rank5 42.97% (4016) 0.00% (0) 48.63% (4545) 1.83% (171) 6.58% (615) 0.00% (0) 0.00% (0) 57.03%
lcb(Qwen2.5-Coder-32B-Instruct) rank5 26.09% (2439) 0.00% (0) 62.49% (5841) 2.34% (219) 9.07% (848) 0.00% (0) 0.00% (0) 73.91%
predo(Qwen2.5-Coder-32B-Instruct) rank5 73.79% (6897) 0.00% (0) 23.47% (2194) 1.18% (110) 1.56% (146) 0.00% (0) 0.00% (0) 26.21%
algo(Qwen2.5-Coder-7B-Instruct) rank5 99.21% (9273) 0.00% (0) 0.70% (65) 0.05% (5) 0.04% (4) 0.00% (0) 0.00% (0) 0.79%
crux(Qwen2.5-Coder-7B-Instruct) rank5 79.11% (7394) 0.00% (0) 17.55% (1640) 1.16% (108) 2.19% (205) 0.00% (0) 0.00% (0) 20.89%
ht(Qwen2.5-Coder-7B-Instruct) rank5 74.64% (6977) 0.00% (0) 22.15% (2070) 0.91% (85) 2.30% (215) 0.00% (0) 0.00% (0) 25.36%
lcb(Qwen2.5-Coder-7B-Instruct) rank5 63.90% (5973) 0.00% (0) 31.25% (2921) 1.44% (135) 3.40% (318) 0.00% (0) 0.00% (0) 36.1%
predo(Qwen2.5-Coder-7B-Instruct) rank5 87.07% (8138) 0.00% (0) 11.46% (1071) 0.60% (56) 0.88% (82) 0.00% (0) 0.00% (0) 12.93%
algo(claude-sonnet-4-20250514-thinking) rank5 46.20% (4318) 0.00% (0) 49.98% (4672) 1.66% (155) 2.16% (202) 0.00% (0) 0.00% (0) 53.8%
crux(claude-sonnet-4-20250514-thinking) rank5 53.04% (4958) 0.00% (0) 43.25% (4043) 1.73% (162) 1.97% (184) 0.00% (0) 0.00% (0) 46.96%
ht(claude-sonnet-4-20250514-thinking) rank5 21.71% (2029) 0.00% (0) 68.52% (6405) 2.24% (209) 7.53% (704) 0.00% (0) 0.00% (0) 78.29%
lcb(claude-sonnet-4-20250514-thinking) rank5 20.38% (1905) 0.00% (0) 73.49% (6869) 2.43% (227) 3.70% (346) 0.00% (0) 0.00% (0) 79.62%
predo(claude-sonnet-4-20250514-thinking) rank5 80.69% (7542) 0.00% (0) 17.67% (1652) 0.57% (53) 1.07% (100) 0.00% (0) 0.00% (0) 19.31%
algo(deepseek-v3) rank5 59.98% (5606) 0.00% (0) 36.21% (3385) 1.42% (133) 2.39% (223) 0.00% (0) 0.00% (0) 40.02%
crux(deepseek-v3) rank5 81.06% (7577) 0.00% (0) 17.27% (1614) 0.87% (81) 0.80% (75) 0.00% (0) 0.00% (0) 18.94%
ht(deepseek-v3) rank5 100.00% (9347) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.0%
lcb(deepseek-v3) rank5 25.10% (2346) 0.00% (0) 66.90% (6253) 2.20% (206) 5.80% (542) 0.00% (0) 0.00% (0) 74.9%
predo(deepseek-v3) rank5 86.21% (8058) 0.00% (0) 12.86% (1202) 0.42% (39) 0.51% (48) 0.00% (0) 0.00% (0) 13.79%
algo(gpt-4o) rank5 100.00% (9347) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.00% (0) 0.0%
crux(gpt-4o) rank5 61.80% (5776) 0.00% (0) 34.15% (3192) 1.67% (156) 2.39% (223) 0.00% (0) 0.00% (0) 38.2%
ht(gpt-4o) rank5 44.51% (4160) 0.00% (0) 48.54% (4537) 2.15% (201) 4.80% (449) 0.00% (0) 0.00% (0) 55.49%
lcb(gpt-4o) rank5 40.91% (3824) 0.00% (0) 53.82% (5031) 2.20% (206) 3.06% (286) 0.00% (0) 0.00% (0) 59.09%
predo(gpt-4o) rank5 66.02% (6171) 0.00% (0) 30.45% (2846) 1.23% (115) 2.30% (215) 0.00% (0) 0.00% (0) 33.98%

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