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Every score has a dated snapshot.

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  3. MiniMax M2.5 vs Yi-Lightning

Pairwise benchmark snapshot · Aug 17, 2026

MiniMax M2.5 vs Yi-Lightning benchmark

In this head-to-head showdown, MiniMax M2.5 delivers higher overall intelligence and human-preferred responses (Elo 1,478 vs 1,475), while MiniMax M2.5 leads in SWE-bench software engineering benchmarks (75.8%), while Yi-Lightning is more budget-friendly at $0.14/1M 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: Choose MiniMax M2.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Yi-Lightning 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

MiniMax M2.5 (4)Yi-Lightning (6)
MiniMax M2.5
4 of 10 Wins
✓Preference Elo✓Coding Elo✓SWE-bench✓Context window
Yi-Lightning
6 of 10 Wins
✓LiveBench✓GPQA Diamond✓Time to first token✓Output speed✓Input price✓Output price
MiniMax
Leads 4 of 10 metrics
MiniMax M2.5

MiniMax coding model. Tied near the top of official SWE-bench bash-only in Feb 2026.

Elo 1,478$0.8999999999999999/1M out
01.AI
Leads 6 of 10 metrics
Yi-Lightning

01.AI ultra-fast reasoning model delivering top LiveBench efficiency.

LightningElo 1,475$0.14/1M out
Top Rival Showdowns for MiniMax M2.5
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderMiniMax M2.5 Wins

MiniMax M2.5

Δ 3 Arena Elo pts

Throughput LeaderYi-Lightning Wins

Yi-Lightning

130 tok/s

Value per Dollar LeaderYi-Lightning Wins

Yi-Lightning

$0.14 / 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.

MiniMax M2.5 (4)vsYi-Lightning (6)
MiniMax M2.5: 4W (40%)Overall: Yi-LightningYi-Lightning: 6W (60%)
← MiniMax M2.5Yi-Lightning →
🏆MiniMax M2.5(3/5)

Intelligence & Reasoning

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

Benchmark
MiniMax M2.5vsYi-Lightning
Preference Elo
1,478vs1,475+3
Coding Elo
1,536vs1,480+56
SWE-bench
75.8%vs63.4%+12.4%
LiveBench
64.4%vs65%+0.6%
GPQA Diamond
76.2%vs78%+1.8%
MiniMax M2.5: 3WYi-Lightning: 2W
🏆Yi-Lightning(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
MiniMax M2.5vsYi-Lightning
Output speed
90 tok/svs130 tok/s+40 tok/s
Time to first token
250 msvs150 ms+100 ms
MiniMax M2.5: 0WYi-Lightning: 2W
🏆Yi-Lightning(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
MiniMax M2.5vsYi-Lightning
Output price
$0.9/1Mvs$0.14/1M+$0.76/1M
Input price
$0.22/1Mvs$0.14/1M+$0.08/1M
Context window
205kvs16k+188k
MiniMax M2.5: 1WYi-Lightning: 2W

Side-by-Side Benchmark Matrix

Preference Elo+3
MiniMax M2.51,478
lmarena · Aug 17, 2026
Yi-Lightning1,475
lmarena · Aug 17, 2026
Coding Elo+56
MiniMax M2.51,536
lmarena · Aug 17, 2026
Yi-Lightning1,480
lmarena · Aug 17, 2026
LiveBench+0.6%
MiniMax M2.564.4%
livebench · Aug 17, 2026
Yi-Lightning65%
livebench · Aug 17, 2026
SWE-bench+12.4%
MiniMax M2.575.8%
swebench · Aug 17, 2026
Yi-Lightning63.4%
swebench · Aug 17, 2026
GPQA Diamond+1.8%
MiniMax M2.576.2%
seed-bootstrap · Aug 1, 2026
Yi-Lightning78%
seed-bootstrap · Aug 1, 2026
Time to first token+100 ms
MiniMax M2.5250 ms
seed-bootstrap · Aug 1, 2026
Yi-Lightning150 ms
seed-bootstrap · Aug 1, 2026
Output speed+40 tok/s
MiniMax M2.590 tok/s
seed-bootstrap · Aug 1, 2026
Yi-Lightning130 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.08/1M
MiniMax M2.5$0.22/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.76/1M
MiniMax M2.5$0.9/1M
openrouter · Aug 17, 2026
Yi-Lightning$0.14/1M
seed-bootstrap · Aug 1, 2026
Context window+188k
MiniMax M2.5205k
openrouter · Aug 17, 2026
Yi-Lightning16k
seed-bootstrap · Aug 1, 2026
BenchmarkMiniMax M2.5Yi-LightningAdvantage Delta
Preference Elo
1,478
lmarena · Aug 17, 2026
1,475
lmarena · Aug 17, 2026
+3
Coding Elo
1,536
lmarena · Aug 17, 2026
1,480
lmarena · Aug 17, 2026
+56
LiveBench
64.4%
livebench · Aug 17, 2026
65%
livebench · Aug 17, 2026
+0.6%
SWE-bench
75.8%
swebench · Aug 17, 2026
63.4%
swebench · Aug 17, 2026
+12.4%
GPQA Diamond
76.2%
seed-bootstrap · Aug 1, 2026
78%
seed-bootstrap · Aug 1, 2026
+1.8%
Time to first token
250 ms
seed-bootstrap · Aug 1, 2026
150 ms
seed-bootstrap · Aug 1, 2026
+100 ms
Output speed
90 tok/s
seed-bootstrap · Aug 1, 2026
130 tok/s
seed-bootstrap · Aug 1, 2026
+40 tok/s
Input price
$0.22/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.08/1M
Output price
$0.9/1M
openrouter · Aug 17, 2026
$0.14/1M
seed-bootstrap · Aug 1, 2026
+$0.76/1M
Context window
205k
openrouter · Aug 17, 2026
16k
seed-bootstrap · Aug 1, 2026
+188k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

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

Save up to 67% with Yi-Lightning
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
MiniMax M2.5$21.20 / mo
In: $7.7Out: $13.5
Yi-Lightning$7.00 / mo
In: $4.9Out: $2.1
Estimated Cost Delta

Yi-Lightning is estimated to save $14.20/month ($170/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MiniMax M2.5:Pick MiniMax M2.5 when repo-level coding accuracy is the constraint.
  • 2
    Yi-Lightning:Pick Yi-Lightning when you are optimizing output cost.
  • 3
    Yi-Lightning:Pick Yi-Lightning when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsMiniMax M2.5

Higher SWE-bench (75.8%).

High-volume chatYi-Lightning

Lower output list price ($0.14/1M).

Voice / low-latency UIYi-Lightning

Lower TTFT (150 ms).

Long-document RAGMiniMax M2.5

Larger window (205k).

Screenshots / visionMiniMax M2.5

MiniMax M2.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsMiniMax M2.5Higher SWE-bench (75.8%).
High-volume chatYi-LightningLower output list price ($0.14/1M).
Voice / low-latency UIYi-LightningLower TTFT (150 ms).
Long-document RAGMiniMax M2.5Larger window (205k).
Screenshots / visionMiniMax M2.5MiniMax M2.5 is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchFeb 12, 2026

MiniMax M2.5: the Feb 2026 SWE-bench specialist still on the board

Tied near the top of official SWE-bench bash-only in Feb 2026. Coding lists should still see it.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
MiniMax

MiniMax M2.5

Elo 1,478
SWE-bench75.8%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.22/1M
Output / 1M Tokens$0.9/1M
01.AI

Yi-Lightning

Elo 1,475
SWE-bench63.4%
Speed (tok/s)130 tok/s
Input / 1M Tokens$0.14/1M
Output / 1M Tokens$0.14/1M

Frequently Asked Questions

Which is better overall, MiniMax M2.5 or Yi-Lightning?
MiniMax M2.5 has the higher preference Elo in our latest snapshot (1,478). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, MiniMax M2.5 or Yi-Lightning?
MiniMax M2.5 leads SWE-bench at 75.8% vs 63.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Yi-Lightning output tokens are $0.14/1M versus $0.9/1M. Input prices and retry rates still move the real bill.
Which is faster, MiniMax M2.5 or Yi-Lightning?
Yi-Lightning has the lower time-to-first-token (150 ms vs 250 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
MiniMax M2.5 accepts 205k tokens versus 16k.
Can I self-host either model?
MiniMax M2.5 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. MiniMax M2.5 and Yi-Lightning Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Feb 12, 2026

    MiniMax M2.5: the Feb 2026 SWE-bench specialist still on the board

Similar Head-to-Head Comparisons

All MiniMax M2.5 matchups →|All Yi-Lightning matchups →
Yi-Lightning vs Yi-Large (previous other)Yi-Lightning vs Ernie 4.5 Turbo (next other)Doubao Pro 1.5 vs Yi-LightningLlama 4 Maverick vs Yi-LightningGemini 2.0 Flash Thinking vs MiniMax M2.5DeepSeek V4 Flash vs MiniMax M2.5