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Every score has a dated snapshot.

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  3. DeepSeek Coder V2 vs Qwen 2.5 Coder 32B

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek Coder V2 vs Qwen 2.5 Coder 32B benchmark

In this head-to-head showdown, Qwen 2.5 Coder 32B delivers higher overall intelligence and human-preferred responses (Elo 1,425 vs 1,365), while Qwen 2.5 Coder 32B leads in SWE-bench software engineering benchmarks (65.2%), while DeepSeek Coder V2 is more budget-friendly at $0.28/1M per 1M output tokens, while Qwen 2.5 Coder 32B provides faster response streaming (110 tok/s). Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose Qwen 2.5 Coder 32B if your priority is peak reasoning, complex code generation, and top preference Elo. Choose DeepSeek Coder V2 if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

10 direct benchmark disciplines evaluated across capability, speed, and cost

DeepSeek Coder V2 (2)Qwen 2.5 Coder 32B (8)
DeepSeek Coder V2
2 of 10 Wins
✓Input price✓Output price
Qwen 2.5 Coder 32B
8 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Context window
DeepSeek
Leads 2 of 10 metrics
DeepSeek Coder V2

DeepSeek open-weight Mixture-of-Experts coding model supporting 338 programming languages and 128k context.

Elo 1,365$0.28/1M out
Alibaba
Leads 8 of 10 metrics
Qwen 2.5 Coder 32B

Alibaba dedicated open-weight code generation model with near-frontier SWE-bench Verified coding capability.

Elo 1,425$0.72/1M out
Top Rival Showdowns for DeepSeek Coder V2
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

Δ 60 Arena Elo pts

Throughput LeaderQwen 2.5 Coder 32B Wins

Qwen 2.5 Coder 32B

110 tok/s

Value per Dollar LeaderDeepSeek Coder V2 Wins

DeepSeek Coder V2

$0.28 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

DeepSeek Coder V2 (2)vsQwen 2.5 Coder 32B (8)
DeepSeek Coder V2: 2W (20%)Overall: Qwen 2.5 Coder 32BQwen 2.5 Coder 32B: 8W (80%)
← DeepSeek Coder V2Qwen 2.5 Coder 32B →
🏆Qwen 2.5 Coder 32B(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
DeepSeek Coder V2vsQwen 2.5 Coder 32B
Preference Elo
1,365vs1,425+60
Coding Elo
1,442vs1,495+53
SWE-bench
60.5%vs65.2%+4.7%
LiveBench
58.6%vs64.8%+6.2%
GPQA Diamond
70.2%vs74%+3.8%
DeepSeek Coder V2: 0WQwen 2.5 Coder 32B: 5W
🏆Qwen 2.5 Coder 32B(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek Coder V2vsQwen 2.5 Coder 32B
Output speed
75 tok/svs110 tok/s+35 tok/s
Time to first token
290 msvs180 ms+110 ms
DeepSeek Coder V2: 0WQwen 2.5 Coder 32B: 2W
🏆DeepSeek Coder V2(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek Coder V2vsQwen 2.5 Coder 32B
Output price
$0.28/1Mvs$0.72/1M+$0.44/1M
Input price
$0.14/1Mvs$0.18/1M+$0.04/1M
Context window
128kvs131k+3k
DeepSeek Coder V2: 2WQwen 2.5 Coder 32B: 1W

Side-by-Side Benchmark Matrix

Preference Elo+60
DeepSeek Coder V21,365
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B1,425
seed-bootstrap · Aug 1, 2026
Coding Elo+53
DeepSeek Coder V21,442
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B1,495
seed-bootstrap · Aug 1, 2026
LiveBench+6.2%
DeepSeek Coder V258.6%
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B64.8%
seed-bootstrap · Aug 1, 2026
SWE-bench+4.7%
DeepSeek Coder V260.5%
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B65.2%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+3.8%
DeepSeek Coder V270.2%
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B74%
seed-bootstrap · Aug 1, 2026
Time to first token+110 ms
DeepSeek Coder V2290 ms
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B180 ms
seed-bootstrap · Aug 1, 2026
Output speed+35 tok/s
DeepSeek Coder V275 tok/s
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B110 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.04/1M
DeepSeek Coder V2$0.14/1M
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B$0.18/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.44/1M
DeepSeek Coder V2$0.28/1M
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B$0.72/1M
seed-bootstrap · Aug 1, 2026
Context window+3k
DeepSeek Coder V2128k
seed-bootstrap · Aug 1, 2026
Qwen 2.5 Coder 32B131k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek Coder V2Qwen 2.5 Coder 32BAdvantage Delta
Preference Elo
1,365
seed-bootstrap · Aug 1, 2026
1,425
seed-bootstrap · Aug 1, 2026
+60
Coding Elo
1,442
seed-bootstrap · Aug 1, 2026
1,495
seed-bootstrap · Aug 1, 2026
+53
LiveBench
58.6%
seed-bootstrap · Aug 1, 2026
64.8%
seed-bootstrap · Aug 1, 2026
+6.2%
SWE-bench
60.5%
seed-bootstrap · Aug 1, 2026
65.2%
seed-bootstrap · Aug 1, 2026
+4.7%
GPQA Diamond
70.2%
seed-bootstrap · Aug 1, 2026
74%
seed-bootstrap · Aug 1, 2026
+3.8%
Time to first token
290 ms
seed-bootstrap · Aug 1, 2026
180 ms
seed-bootstrap · Aug 1, 2026
+110 ms
Output speed
75 tok/s
seed-bootstrap · Aug 1, 2026
110 tok/s
seed-bootstrap · Aug 1, 2026
+35 tok/s
Input price
$0.14/1M
seed-bootstrap · Aug 1, 2026
$0.18/1M
seed-bootstrap · Aug 1, 2026
+$0.04/1M
Output price
$0.28/1M
seed-bootstrap · Aug 1, 2026
$0.72/1M
seed-bootstrap · Aug 1, 2026
+$0.44/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
131k
seed-bootstrap · Aug 1, 2026
+3k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 47% with DeepSeek Coder V2
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek Coder V2$9.10 / mo
In: $4.9Out: $4.2
Qwen 2.5 Coder 32B$17.10 / mo
In: $6.3Out: $10.8
Estimated Cost Delta

DeepSeek Coder V2 is estimated to save $8.00/month ($96/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when repo-level coding accuracy is the constraint.
  • 2
    DeepSeek Coder V2:Pick DeepSeek Coder V2 when you are optimizing output cost.
  • 3
    Qwen 2.5 Coder 32B:Pick Qwen 2.5 Coder 32B when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsQwen 2.5 Coder 32B

Higher SWE-bench (65.2%).

High-volume chatDeepSeek Coder V2

Lower output list price ($0.28/1M).

Voice / low-latency UIQwen 2.5 Coder 32B

Lower TTFT (180 ms).

Long-document RAGQwen 2.5 Coder 32B

Larger window (131k).

Screenshots / visionQwen 2.5 Coder 32B

Qwen 2.5 Coder 32B is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen 2.5 Coder 32BHigher SWE-bench (65.2%).
High-volume chatDeepSeek Coder V2Lower output list price ($0.28/1M).
Voice / low-latency UIQwen 2.5 Coder 32BLower TTFT (180 ms).
Long-document RAGQwen 2.5 Coder 32BLarger window (131k).
Screenshots / visionQwen 2.5 Coder 32BQwen 2.5 Coder 32B is the side marked multimodal in the catalog.
Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek Coder V2

Elo 1,365
SWE-bench60.5%
Speed (tok/s)75 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.28/1M
Alibaba

Qwen 2.5 Coder 32B

Elo 1,425
SWE-bench65.2%
Speed (tok/s)110 tok/s
Input / 1M Tokens$0.18/1M
Output / 1M Tokens$0.72/1M

Frequently Asked Questions

Which is better overall, DeepSeek Coder V2 or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B has the higher preference Elo in our latest snapshot (1,425). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek Coder V2 or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B leads SWE-bench at 65.2% vs 60.5%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
DeepSeek Coder V2 output tokens are $0.28/1M versus $0.72/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek Coder V2 or Qwen 2.5 Coder 32B?
Qwen 2.5 Coder 32B has the lower time-to-first-token (180 ms vs 290 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Qwen 2.5 Coder 32B accepts 131k tokens versus 128k.
Can I self-host either model?
Both DeepSeek Coder V2 and Qwen 2.5 Coder 32B are marked open-weights. Hosting cost is not in this table.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. DeepSeek Coder V2 and Qwen 2.5 Coder 32B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All DeepSeek Coder V2 matchups →|All Qwen 2.5 Coder 32B matchups →
DeepSeek Coder V2 vs DeepSeek V3 (next deepseek)Qwen 2.5 Coder 32B vs Qwen 2.5 Plus (previous qwen)Qwen 2.5 Coder 32B vs Qwen3 235B (next qwen)DeepSeek V4 Flash vs Qwen 2.5 Coder 32BQwen QwQ 32B vs Qwen 2.5 Coder 32BDeepSeek V4 Pro vs Qwen 2.5 Coder 32B