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DeepSeek-V3 vs Qwen2.5 Coder Instruct 7B

DeepSeek · released

Wins 2 of 2 areas

Coding · Reasoning

Alibaba · released

Wins 0 of 2 areas

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DeepSeek-V3 is the stronger all-rounder.Qwen2.5 Coder Instruct 7B is cheaper.

Scores updated · 8 tests both models report · How we compare

Where each one wins

Tests won in each of the two areas where both have results. Each piece is one test, so a longer bar means more evidence; grey means the two scored within a point of each other.

Coding rests on a single test.

What it costs

Prices per million tokens, roughly 750,000 words. The bars show the cost of a million tokens read plus a million written.

DeepSeek-V3$0.24 to read · $0.90 to write$1.14Price from Artificial Analysis
Qwen2.5 Coder Instruct 7B$0.01 to read · $0.03 to write$0.04Price from nscale

Qwen2.5 Coder Instruct 7B costs 96% less for the same work.

The biggest differences

The tests each model wins by the widest margin, up to three each. Scores are out of 100.

Where DeepSeek-V3 pulls ahead

  • Graduate-level biology, physics and chemistry questionsGPQA Diamond+31.6points aheadDeepSeek-V365.5Qwen2.5 Coder Instruct 7B33.9
  • Code for real scientific research problemsSciCode+24.2points aheadDeepSeek-V339Qwen2.5 Coder Instruct 7B14.8

Where Qwen2.5 Coder Instruct 7B pulls ahead

No clear win on a test scored out of 100.

Every test, side by side

All 8 tests both models report. The winning score is in its model's colour; marks a score checked independently.

CodingDeepSeek-V3
  • SciCodeDeepSeek-V3 by 24.23914.8+24.2

Full coding ranking

ReasoningDeepSeek-V3

Full reasoning ranking

Other results5 tests, not counted

Tests outside the eight areas. They are not counted above: several are summary scores built from other tests, or the same test under another name.

Questions people ask

Which is better, DeepSeek-V3 or Qwen2.5 Coder Instruct 7B?

DeepSeek-V3 wins all two areas where both have results: coding and reasoning. Qwen2.5 Coder Instruct 7B wins none, but costs 96% less.

Which is better for coding?

DeepSeek-V3. It wins the one coding test both models report.

Which is cheaper?

DeepSeek-V3 costs $0.24 per million input tokens and $0.90 per million output tokens; Qwen2.5 Coder Instruct 7B costs $0.01 and $0.03. That makes Qwen2.5 Coder Instruct 7B about 96% cheaper for the same work.

How do you compare the two?

We use the 8 benchmark tests both models have published scores on. The verdict counts the 3 tests in the eight capability areas, and a gap under one point (ten on rating-style scales) counts as a tie. The other 5 are listed but not counted, because several are summary scores or repeat a test. Each score is the one shown on the model's own page.