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  3. DeepSeek R1 vs Qwen3 235B

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek R1 vs Qwen3 235B benchmark

In this head-to-head showdown, Qwen3 235B delivers higher overall intelligence and human-preferred responses (Elo 1,440 vs 1,358), while DeepSeek R1 leads in SWE-bench software engineering benchmarks (65.2%), while Qwen3 235B is more budget-friendly at $0.88/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Qwen3 235B holds the advantage over DeepSeek R1 in overall benchmark performance and human evaluation rankings. Choose Qwen3 235B for demanding workloads, or review the breakdown below to compare coding and pricing metrics.
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Verified Head-to-Head Advantage Breakdown

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

DeepSeek R1 (2)Qwen3 235B (7)
DeepSeek R1
2 of 9 Wins
✓SWE-bench✓GPQA Diamond
Qwen3 235B
7 of 9 Wins
✓Preference Elo✓LiveBench✓Time to first token✓Output speed✓Input price✓Output price✓Context window
DeepSeek
Leads 2 of 9 metrics
DeepSeek R1

Open-weights reasoning model trained with large-scale RL.

Elo 1,358$2.19/1M out
Alibaba
Leads 7 of 9 metrics
Qwen3 235B

Open-weight Qwen3 mixture-of-experts.

235B MoEElo 1,440$0.88/1M out

DeepSeek R1 Thinking Depth & Cost Scaler

Model A

Simulate accuracy gains vs added response time & token cost

Mode: Medium (Full RL CoT)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
420 ms
Standard speed
Reasoning Depth
~2,800
Internal tokens
Cost / 1k Calls
$7.06
7.6× standard bill
Accuracy Boost
+6.5% accuracy
STEM & SWE-bench
Top Rival Showdowns for DeepSeek R1
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderQwen3 235B Wins

Qwen3 235B

Δ 82 Arena Elo pts

Throughput LeaderQwen3 235B Wins

Qwen3 235B

74 tok/s

Value per Dollar LeaderQwen3 235B Wins

Qwen3 235B

$0.88 / 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 R1 (2)vsQwen3 235B (7)
DeepSeek R1: 2W (22%)Overall: Qwen3 235BQwen3 235B: 7W (78%)
← DeepSeek R1Qwen3 235B →
Tied (2-2)

Intelligence & Reasoning

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

Benchmark
DeepSeek R1vsQwen3 235B
Preference Elo
1,358vs1,440+82
Coding Elo
—vs—
SWE-bench
65.2%vs59.4%+5.8%
LiveBench
59%vs63.5%+4.5%
GPQA Diamond
79.8%vs76.8%+3%
DeepSeek R1: 2WQwen3 235B: 2W
🏆Qwen3 235B(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek R1vsQwen3 235B
Output speed
62 tok/svs74 tok/s+12 tok/s
Time to first token
420 msvs320 ms+100 ms
DeepSeek R1: 0WQwen3 235B: 2W
🏆Qwen3 235B(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek R1vsQwen3 235B
Output price
$2.19/1Mvs$0.88/1M+$1.31/1M
Input price
$0.55/1Mvs$0.22/1M+$0.33/1M
Context window
128kvs131k+3k
DeepSeek R1: 0WQwen3 235B: 3W

Side-by-Side Benchmark Matrix

Preference Elo+82
DeepSeek R11,358
seed-bootstrap · Aug 1, 2026
Qwen3 235B1,440
seed-bootstrap · Aug 1, 2026
LiveBench+4.5%
DeepSeek R159%
seed-bootstrap · Aug 1, 2026
Qwen3 235B63.5%
seed-bootstrap · Aug 1, 2026
SWE-bench+5.8%
DeepSeek R165.2%
seed-bootstrap · Aug 1, 2026
Qwen3 235B59.4%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+3%
DeepSeek R179.8%
seed-bootstrap · Aug 1, 2026
Qwen3 235B76.8%
seed-bootstrap · Aug 1, 2026
Time to first token+100 ms
DeepSeek R1420 ms
seed-bootstrap · Aug 1, 2026
Qwen3 235B320 ms
seed-bootstrap · Aug 1, 2026
Output speed+12 tok/s
DeepSeek R162 tok/s
seed-bootstrap · Aug 1, 2026
Qwen3 235B74 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.33/1M
DeepSeek R1$0.55/1M
seed-bootstrap · Aug 1, 2026
Qwen3 235B$0.22/1M
seed-bootstrap · Aug 1, 2026
Output price+$1.31/1M
DeepSeek R1$2.19/1M
seed-bootstrap · Aug 1, 2026
Qwen3 235B$0.88/1M
seed-bootstrap · Aug 1, 2026
Context window+3k
DeepSeek R1128k
seed-bootstrap · Aug 1, 2026
Qwen3 235B131k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek R1Qwen3 235BAdvantage Delta
Preference Elo
1,358
seed-bootstrap · Aug 1, 2026
1,440
seed-bootstrap · Aug 1, 2026
+82
LiveBench
59%
seed-bootstrap · Aug 1, 2026
63.5%
seed-bootstrap · Aug 1, 2026
+4.5%
SWE-bench
65.2%
seed-bootstrap · Aug 1, 2026
59.4%
seed-bootstrap · Aug 1, 2026
+5.8%
GPQA Diamond
79.8%
seed-bootstrap · Aug 1, 2026
76.8%
seed-bootstrap · Aug 1, 2026
+3%
Time to first token
420 ms
seed-bootstrap · Aug 1, 2026
320 ms
seed-bootstrap · Aug 1, 2026
+100 ms
Output speed
62 tok/s
seed-bootstrap · Aug 1, 2026
74 tok/s
seed-bootstrap · Aug 1, 2026
+12 tok/s
Input price
$0.55/1M
seed-bootstrap · Aug 1, 2026
$0.22/1M
seed-bootstrap · Aug 1, 2026
+$0.33/1M
Output price
$2.19/1M
seed-bootstrap · Aug 1, 2026
$0.88/1M
seed-bootstrap · Aug 1, 2026
+$1.31/1M
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 60% with Qwen3 235B
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek R1$52.10 / mo
In: $19.25Out: $32.85
Qwen3 235B$20.90 / mo
In: $7.7Out: $13.2
Estimated Cost Delta

Qwen3 235B is estimated to save $31.20/month ($374/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    DeepSeek R1:Pick DeepSeek R1 when repo-level coding accuracy is the constraint.
  • 2
    Qwen3 235B:Pick Qwen3 235B when you are optimizing output cost.
  • 3
    Qwen3 235B:Pick Qwen3 235B when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsDeepSeek R1

Higher SWE-bench (65.2%).

High-volume chatQwen3 235B

Lower output list price ($0.88/1M).

Voice / low-latency UIQwen3 235B

Lower TTFT (320 ms).

Long-document RAGQwen3 235B

Larger window (131k).

Screenshots / visionQwen3 235B

Qwen3 235B is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsDeepSeek R1Higher SWE-bench (65.2%).
High-volume chatQwen3 235BLower output list price ($0.88/1M).
Voice / low-latency UIQwen3 235BLower TTFT (320 ms).
Long-document RAGQwen3 235BLarger window (131k).
Screenshots / visionQwen3 235BQwen3 235B is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchSep 20, 2025

Qwen3 235B: the open MoE Qwen, not the Max SKU

Sep 2025 open-weight mixture-of-experts. Self-host path. Don’t confuse it with Qwen 3 Max.

launchJan 20, 2025

DeepSeek R1 stays as the open-weights RL baseline

Jan 2025 reasoning model. Still searched. V4 Pro is the newer DeepSeek buy.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
DeepSeek

DeepSeek R1

Elo 1,358
SWE-bench65.2%
Speed (tok/s)62 tok/s
Input / 1M Tokens$0.55/1M
Output / 1M Tokens$2.19/1M
Alibaba

Qwen3 235B

Elo 1,440
SWE-bench59.4%
Speed (tok/s)74 tok/s
Input / 1M Tokens$0.22/1M
Output / 1M Tokens$0.88/1M

Frequently Asked Questions

Which is better overall, DeepSeek R1 or Qwen3 235B?
Qwen3 235B has the higher preference Elo in our latest snapshot (1,440). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek R1 or Qwen3 235B?
DeepSeek R1 leads SWE-bench at 65.2% vs 59.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Qwen3 235B output tokens are $0.88/1M versus $2.19/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek R1 or Qwen3 235B?
Qwen3 235B has the lower time-to-first-token (320 ms vs 420 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Qwen3 235B accepts 131k tokens versus 128k.
Can I self-host either model?
Both DeepSeek R1 and Qwen3 235B 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 R1 and Qwen3 235B Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Sep 20, 2025

    Qwen3 235B: the open MoE Qwen, not the Max SKU

  • launch · Jan 20, 2025

    DeepSeek R1 stays as the open-weights RL baseline

Similar Head-to-Head Comparisons

All DeepSeek R1 matchups →|All Qwen3 235B matchups →
DeepSeek R1 vs DeepSeek V3 (previous deepseek)DeepSeek R1 vs DeepSeek V4 Pro (next deepseek)Qwen3 235B vs Qwen 2.5 Coder 32B (previous qwen)Qwen3 235B vs Qwen QwQ 32B (next qwen)DeepSeek V4 Flash vs Qwen3 235BDeepSeek V4 Pro vs Qwen3 235B