Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek Coder V2 vs Qwen QwQ 32B benchmark

Name: DeepSeek Coder V2 vs Qwen QwQ 32B AI benchmark comparison
Creator: CompareLLM
License: https://creativecommons.org/licenses/by/4.0/

This page compares DeepSeek Coder V2 (DeepSeek) and Qwen QwQ 32B (Alibaba) using the latest snapshots we have as of Aug 1, 2026. On preference Elo, Qwen QwQ 32B is ahead by 130 points (1,495 vs 1,365; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Qwen QwQ 32B resolves 67.5% versus 60.5% (seed-bootstrap (Aug 1, 2026)). DeepSeek Coder V2 streams faster (75 tok/s) while DeepSeek Coder V2 is the cheaper output token ($0.28/1M). Qwen QwQ 32B has the larger context window (131k tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Share Analysis:

WhatsApp Telegram X / Post LinkedIn Reddit

DeepSeek

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

Qwen QwQ 32B

Alibaba specialized open reasoning model competing with frontier closed reasoning models.

Elo 1,495$1.2/1M out

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A

Model B

Quick vs:vs Claude Opus 4.5 vs Claude Opus 4.6 vs Claude Sonnet 4.5 vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

DeepSeek Coder V2 (4)vsQwen QwQ 32B (6)

DeepSeek Coder V2: 4W (40%)Overall: Qwen QwQ 32BQwen QwQ 32B: 6W (60%)

← DeepSeek Coder V2Qwen QwQ 32B →

Qwen QwQ 32B (5/5)

Intelligence & Reasoning

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

Preference Elo

1,365vs1,495

Coding Elo

1,442vs1,520

SWE-bench

60.5%vs67.5%

LiveBench

58.6%vs68%

GPQA Diamond

70.2%vs83.2%

DeepSeek Coder V2: 0WQwen QwQ 32B: 5W

DeepSeek Coder V2 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

75 tok/svs68 tok/s

Time to first token

290 msvs320 ms

DeepSeek Coder V2: 2WQwen QwQ 32B: 0W

DeepSeek Coder V2 (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$0.28/1Mvs$1.2/1M

Input price

$0.14/1Mvs$0.3/1M

Context window

128kvs131k

DeepSeek Coder V2: 2WQwen QwQ 32B: 1W

Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect

Percentile 0–100

Dimensional AdvantageQwen QwQ 32B 4/6

Preference Elo

Qwen QwQ 32B

130 pts advantage

Throughput Speed

DeepSeek Coder V2

7 tok/s faster

Price Efficiency

DeepSeek Coder V2

$0.92/1M cheaper

Full Benchmark Score Matrix

—

Elo

High is better

1,365

EloHigh is better

1,495+10%

Code Elo

High is better

1,442

Code EloHigh is better

1,520+5%

LiveBench

High is better

58.6%

LiveBenchHigh is better

68%+16%

SWE-bench

High is better

60.5%

SWE-benchHigh is better

67.5%+12%

GPQA

High is better

70.2%

GPQAHigh is better

83.2%+19%

TTFT

Low is better

+10%290 ms

TTFTLow is better

320 ms

Speed

High is better

+10%75 tok/s

SpeedHigh is better

68 tok/s

In $

Low is better

+114%$0.14/1M

In $Low is better

$0.3/1M

Out $

Low is better

+329%$0.28/1M

Out $Low is better

$1.2/1M

Context

High is better

128k

ContextHigh is better

131k+2%

Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 68% 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: $4.90Out: $4.20

Qwen QwQ 32B$28.50 / mo

In: $10.50Out: $18.00

Estimated Cost Delta

DeepSeek Coder V2 is estimated to save $19.40/month ($233/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

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

Recommended Workload Routing

Repo / coding agentsQwen QwQ 32B

Higher SWE-bench (67.5%).

High-volume chatDeepSeek Coder V2

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

Voice / low-latency UIDeepSeek Coder V2

Lower TTFT (290 ms).

Long-document RAGQwen QwQ 32B

Larger window (131k).

Screenshots / visionQwen QwQ 32B

Qwen QwQ 32B is the side marked multimodal in the catalog.

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Qwen QwQ 32B	Higher SWE-bench (67.5%).
High-volume chat	DeepSeek Coder V2	Lower output list price ($0.28/1M).
Voice / low-latency UI	DeepSeek Coder V2	Lower TTFT (290 ms).
Long-document RAG	Qwen QwQ 32B	Larger window (131k).
Screenshots / vision	Qwen QwQ 32B	Qwen QwQ 32B is the side marked multimodal in the catalog.

Community Sentiment

Cast Your Matchup Vote

0 total votes

Community Discussions (0)

No comments posted on this matchup yet. Be the first to share an evaluation note!

Share card

The real PNG is generated at /compare/deepseek-coder-v2-vs-qwq-32b/opengraph-image for crawlers.

PNG

CompareLLM Matrix

Verified head-to-head card

LIVE

DeepSeek

DeepSeek Coder V2

Elo 1,365

LiveBench58.6%

SWE-bench60.5%

Speed75 tok/s

Output cost$0.28/1M

Alibaba

Qwen QwQ 32B

Elo 1,495

LiveBench68%

SWE-bench67.5%

Speed68 tok/s

Output cost$1.2/1M

Frequently Asked Questions

Which is better overall, DeepSeek Coder V2 or Qwen QwQ 32B?: Qwen QwQ 32B has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek Coder V2 or Qwen QwQ 32B?: Qwen QwQ 32B leads SWE-bench at 67.5% 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 $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek Coder V2 or Qwen QwQ 32B?: DeepSeek Coder V2 has the lower time-to-first-token (290 ms vs 320 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?: Qwen QwQ 32B accepts 131k tokens versus 128k.
Can I self-host either model?: Both DeepSeek Coder V2 and Qwen QwQ 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 QwQ 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 QwQ 32B matchups →

DeepSeek Coder V2 vs DeepSeek V3 (next deepseek)Qwen QwQ 32B vs Qwen3 235B (previous qwen)Qwen QwQ 32B vs Qwen 3 Max (next qwen)DeepSeek V4 Flash vs Qwen QwQ 32B DeepSeek V4 Pro vs Qwen QwQ 32B DeepSeek R1 vs DeepSeek Coder V2

DeepSeek Coder V2 vs Qwen QwQ 32B benchmark

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

DeepSeek Coder V2 (4)vsQwen QwQ 32B (6)

DeepSeek Coder V2: 4W (40%)Overall: Qwen QwQ 32BQwen QwQ 32B: 6W (60%)

← DeepSeek Coder V2Qwen QwQ 32B →

Qwen QwQ 32B (5/5)

Intelligence & Reasoning

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

Preference Elo

1,365vs1,495

Coding Elo

1,442vs1,520

SWE-bench

60.5%vs67.5%

LiveBench

58.6%vs68%

GPQA Diamond

70.2%vs83.2%

DeepSeek Coder V2: 0WQwen QwQ 32B: 5W

DeepSeek Coder V2 (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed

75 tok/svs68 tok/s

Time to first token

290 msvs320 ms

DeepSeek Coder V2: 2WQwen QwQ 32B: 0W

DeepSeek Coder V2 (2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price

$0.28/1Mvs$1.2/1M

Input price

$0.14/1Mvs$0.3/1M

Context window

128kvs131k

DeepSeek Coder V2: 2WQwen QwQ 32B: 1W

Recommended Workload Routing

Repo / coding agentsQwen QwQ 32B

Higher SWE-bench (67.5%).

High-volume chatDeepSeek Coder V2

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

Voice / low-latency UIDeepSeek Coder V2

Lower TTFT (290 ms).

Long-document RAGQwen QwQ 32B

Larger window (131k).

Screenshots / visionQwen QwQ 32B

Qwen QwQ 32B is the side marked multimodal in the catalog.

Target Workload	Recommended Pick	Evaluation Rationale
Repo / coding agents	Qwen QwQ 32B	Higher SWE-bench (67.5%).
High-volume chat	DeepSeek Coder V2	Lower output list price ($0.28/1M).
Voice / low-latency UI	DeepSeek Coder V2	Lower TTFT (290 ms).
Long-document RAG	Qwen QwQ 32B	Larger window (131k).
Screenshots / vision	Qwen QwQ 32B	Qwen QwQ 32B is the side marked multimodal in the catalog.

Frequently Asked Questions

Which is better overall, DeepSeek Coder V2 or Qwen QwQ 32B?

Qwen QwQ 32B has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.

Which is better at coding, DeepSeek Coder V2 or Qwen QwQ 32B?

Qwen QwQ 32B leads SWE-bench at 67.5% 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 $1.2/1M. Input prices and retry rates still move the real bill.

Which is faster, DeepSeek Coder V2 or Qwen QwQ 32B?

DeepSeek Coder V2 has the lower time-to-first-token (290 ms vs 320 ms). Tokens/sec is a separate column if you care about long completions.

Which has the larger context window?

Qwen QwQ 32B accepts 131k tokens versus 128k.

Can I self-host either model?

Both DeepSeek Coder V2 and Qwen QwQ 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 QwQ 32B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.