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DeepSeek: DeepSeek V3.2 vs HY3 Preview

Last updated at: 2026-04-23

Metric DeepSeek V3.2 DeepSeek V3.2 medium Release: 2025-12-01 HY3 Preview HY3 Preview low Release: 2026-04-22 Free Available
Score 8.0 8.1
Rank #31 #22
Consistency 8.2 9.5
Tests Correct
Attempt pass rate 79.6% 75.9%
Flaky tests 4 1
Total Runs 54 50
Cost per result 0.240 0.000
Total Cost $0.029 $0.000
Input Price $0.252 / 1M $0.000 / 1M
Output Price $0.378 / 1M $0.000 / 1M
Output Tokens 10,620 65,778
Reasoning Tokens 48,511 0
Response Time (avg) 46.41s 23.98s
Response Time (max) 180.92s 78.74s
Response Time (total) 835.33s 407.72s

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Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 8.4 9.9 75.0% 0 30.72s 3,773 7,523
HY3 Preview 10.0 10.0 100.0% 0 16.61s 7,905 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 4.7 1.6 66.7% 1 180.92s 626 6,792
HY3 Preview 10.0 10.0 100.0% 0 27.94s 7,907 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 93.11s 571 6,296
HY3 Preview 10.0 10.0 100.0% 0 78.74s 12,975 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 36.09s 207 7,693
HY3 Preview 6.5 10.0 50.0% 0 5.85s 1,022 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 5.3 7.2 44.4% 1 39.32s 3,081 7,856
HY3 Preview 5.9 7.2 55.6% 1 40.44s 23,121 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 5.4 2.5 66.7% 1 31.30s 68 2,366
HY3 Preview 10.0 10.0 100.0% 0 16.44s 2,185 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 35.78s 1,397 2,845
HY3 Preview 10.0 10.0 100.0% 0 15.98s 2,475 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 8.2 7.2 88.9% 1 36.87s 390 6,281
HY3 Preview 5.3 10.0 33.3% 0 13.73s 6,985 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V3.2 10.0 10.0 100.0% 0 34.81s 507 859
HY3 Preview 10.0 10.0 100.0% 0 17.84s 1,203 0

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