Head-to-head comparison across 3benchmark categories. Overall scores shown here use BenchLM's provisional ranking lane.
DeepSeek V4 Flash
59
Hy3 Preview
62
Verified leaderboard positions: DeepSeek V4 Flash #23 · Hy3 Preview unranked
Pick Hy3 Preview if you want the stronger benchmark profile. DeepSeek V4 Flash only becomes the better choice if you need the larger 1M context window or you would rather avoid the extra latency and token burn of a reasoning model.
Agentic
+5.3 difference
Coding
+2.9 difference
Knowledge
+1.5 difference
DeepSeek V4 Flash
Hy3 Preview
$0.14 / $0.28
$0 / $0
N/A
N/A
N/A
N/A
1M
256K
Pick Hy3 Preview if you want the stronger benchmark profile. DeepSeek V4 Flash only becomes the better choice if you need the larger 1M context window or you would rather avoid the extra latency and token burn of a reasoning model.
Hy3 Preview has the cleaner provisional overall profile here, landing at 62 versus 59. It is a real lead, but still close enough that category-level strengths matter more than the headline number.
Hy3 Preview's sharpest advantage is in agentic, where it averages 54.4 against 49.1. The single biggest benchmark swing on the page is HLE, 8.1% to 25.5%.
DeepSeek V4 Flash is also the more expensive model on tokens at $0.14 input / $0.28 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Hy3 Preview. That is roughly Infinityx on output cost alone. Hy3 Preview is the reasoning model in the pair, while DeepSeek V4 Flash is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. DeepSeek V4 Flash gives you the larger context window at 1M, compared with 256K for Hy3 Preview.
Hy3 Preview is ahead on BenchLM's provisional leaderboard, 62 to 59. The biggest single separator in this matchup is HLE, where the scores are 8.1% and 25.5%.
Hy3 Preview has the edge for knowledge tasks in this comparison, averaging 46.7 versus 45.2. Inside this category, HLE is the benchmark that creates the most daylight between them.
Hy3 Preview has the edge for coding in this comparison, averaging 60 versus 57.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
Hy3 Preview has the edge for agentic tasks in this comparison, averaging 54.4 versus 49.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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