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Every score has a dated snapshot.

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  3. DeepSeek V3 vs Yi-Large

Pairwise benchmark snapshot · Aug 1, 2026

DeepSeek V3 vs Yi-Large benchmark

In this head-to-head showdown, Yi-Large delivers higher overall intelligence and human-preferred responses (Elo 1,430 vs 1,310), while Yi-Large leads in SWE-bench software engineering benchmarks (53.8%), while Yi-Large is more budget-friendly at $0.3/1M 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: Yi-Large holds the advantage over DeepSeek V3 in overall benchmark performance and human evaluation rankings. Choose Yi-Large 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 V3 (2)Yi-Large (7)
DeepSeek V3
2 of 9 Wins
✓Input price✓Context window
Yi-Large
7 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Time to first token✓Output speed✓Output price
DeepSeek
Leads 2 of 9 metrics
DeepSeek V3

Prior DeepSeek flagship. Baseline for v3 vs v4.

Elo 1,310$1.1/1M out
01.AI
Leads 7 of 9 metrics
Yi-Large

01.AI full-scale dense model for complex instruction following.

Elo 1,430$0.3/1M out
Top Rival Showdowns for DeepSeek V3
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs Qwen 3 Max
Preference LeaderYi-Large Wins

Yi-Large

Δ 120 Arena Elo pts

Throughput LeaderYi-Large Wins

Yi-Large

90 tok/s

Value per Dollar LeaderYi-Large Wins

Yi-Large

$0.3 / 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 V3 (2)vsYi-Large (8)
DeepSeek V3: 2W (20%)Overall: Yi-LargeYi-Large: 8W (80%)
← DeepSeek V3Yi-Large →
🏆Yi-Large(5/5)

Intelligence & Reasoning

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

Benchmark
DeepSeek V3vsYi-Large
Preference Elo
1,310vs1,430+120
Coding Elo
—vs1,410
SWE-bench
48.6%vs53.8%+5.2%
LiveBench
55.4%vs60.5%+5.1%
GPQA Diamond
59.1%vs72.4%+13.3%
DeepSeek V3: 0WYi-Large: 5W
🏆Yi-Large(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
DeepSeek V3vsYi-Large
Output speed
66 tok/svs90 tok/s+24 tok/s
Time to first token
380 msvs220 ms+160 ms
DeepSeek V3: 0WYi-Large: 2W
🏆DeepSeek V3(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
DeepSeek V3vsYi-Large
Output price
$1.1/1Mvs$0.3/1M+$0.8/1M
Input price
$0.27/1Mvs$0.3/1M+$0.03/1M
Context window
128kvs33k+95k
DeepSeek V3: 2WYi-Large: 1W

Side-by-Side Benchmark Matrix

Preference Elo+120
DeepSeek V31,310
seed-bootstrap · Aug 1, 2026
Yi-Large1,430
seed-bootstrap · Aug 1, 2026
Coding Elo
DeepSeek V3—
Yi-Large1,410
seed-bootstrap · Aug 1, 2026
LiveBench+5.1%
DeepSeek V355.4%
seed-bootstrap · Aug 1, 2026
Yi-Large60.5%
seed-bootstrap · Aug 1, 2026
SWE-bench+5.2%
DeepSeek V348.6%
seed-bootstrap · Aug 1, 2026
Yi-Large53.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+13.3%
DeepSeek V359.1%
seed-bootstrap · Aug 1, 2026
Yi-Large72.4%
seed-bootstrap · Aug 1, 2026
Time to first token+160 ms
DeepSeek V3380 ms
seed-bootstrap · Aug 1, 2026
Yi-Large220 ms
seed-bootstrap · Aug 1, 2026
Output speed+24 tok/s
DeepSeek V366 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Large90 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.03/1M
DeepSeek V3$0.27/1M
seed-bootstrap · Aug 1, 2026
Yi-Large$0.3/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.8/1M
DeepSeek V3$1.1/1M
seed-bootstrap · Aug 1, 2026
Yi-Large$0.3/1M
seed-bootstrap · Aug 1, 2026
Context window+95k
DeepSeek V3128k
seed-bootstrap · Aug 1, 2026
Yi-Large33k
seed-bootstrap · Aug 1, 2026
BenchmarkDeepSeek V3Yi-LargeAdvantage Delta
Preference Elo
1,310
seed-bootstrap · Aug 1, 2026
1,430
seed-bootstrap · Aug 1, 2026
+120
Coding Elo—
1,410
seed-bootstrap · Aug 1, 2026
—
LiveBench
55.4%
seed-bootstrap · Aug 1, 2026
60.5%
seed-bootstrap · Aug 1, 2026
+5.1%
SWE-bench
48.6%
seed-bootstrap · Aug 1, 2026
53.8%
seed-bootstrap · Aug 1, 2026
+5.2%
GPQA Diamond
59.1%
seed-bootstrap · Aug 1, 2026
72.4%
seed-bootstrap · Aug 1, 2026
+13.3%
Time to first token
380 ms
seed-bootstrap · Aug 1, 2026
220 ms
seed-bootstrap · Aug 1, 2026
+160 ms
Output speed
66 tok/s
seed-bootstrap · Aug 1, 2026
90 tok/s
seed-bootstrap · Aug 1, 2026
+24 tok/s
Input price
$0.27/1M
seed-bootstrap · Aug 1, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$0.03/1M
Output price
$1.1/1M
seed-bootstrap · Aug 1, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$0.8/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
33k
seed-bootstrap · Aug 1, 2026
+95k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 42% with Yi-Large
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
DeepSeek V3$25.95 / mo
In: $9.45Out: $16.5
Yi-Large$15.00 / mo
In: $10.5Out: $4.5
Estimated Cost Delta

Yi-Large is estimated to save $10.95/month ($131/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Yi-Large:Pick Yi-Large when repo-level coding accuracy is the constraint.
  • 2
    Yi-Large:Pick Yi-Large when time-to-first-token matters more than peak Elo.
  • 3
    Yi-Large:Pick Yi-Large as the default general assistant.

Recommended Workload Routing

Repo / coding agentsYi-Large

Higher SWE-bench (53.8%).

High-volume chatYi-Large

Lower output list price ($0.3/1M).

Voice / low-latency UIYi-Large

Lower TTFT (220 ms).

Long-document RAGDeepSeek V3

Larger window (128k).

Screenshots / visionYi-Large

Yi-Large is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsYi-LargeHigher SWE-bench (53.8%).
High-volume chatYi-LargeLower output list price ($0.3/1M).
Voice / low-latency UIYi-LargeLower TTFT (220 ms).
Long-document RAGDeepSeek V3Larger window (128k).
Screenshots / visionYi-LargeYi-Large 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 V3

Elo 1,310
SWE-bench48.6%
Speed (tok/s)66 tok/s
Input / 1M Tokens$0.27/1M
Output / 1M Tokens$1.1/1M
01.AI

Yi-Large

Elo 1,430
SWE-bench53.8%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$0.3/1M

Frequently Asked Questions

Which is better overall, DeepSeek V3 or Yi-Large?
Yi-Large has the higher preference Elo in our latest snapshot (1,430). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, DeepSeek V3 or Yi-Large?
Yi-Large leads SWE-bench at 53.8% vs 48.6%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Large output tokens are $0.3/1M versus $1.1/1M. Input prices and retry rates still move the real bill.
Which is faster, DeepSeek V3 or Yi-Large?
Yi-Large has the lower time-to-first-token (220 ms vs 380 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
DeepSeek V3 accepts 128k tokens versus 33k.
Can I self-host either model?
DeepSeek V3 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
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 V3 and Yi-Large Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Similar Head-to-Head Comparisons

All DeepSeek V3 matchups →|All Yi-Large matchups →
DeepSeek V3 vs DeepSeek Coder V2 (previous deepseek)DeepSeek V3 vs DeepSeek R1 (next deepseek)Yi-Large vs Yi-Lightning (next other)DeepSeek V4 Pro vs Yi-LargeDeepSeek V4 Flash vs Yi-LargeMistral Large 3 vs Yi-Large