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Morph V3 Large vs Qwen2.5 7B Instruct

Updated October 21, 2026. 0 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

Replace Morph V3 Large Replace Qwen2.5 7B Instruct
Morph V3 LargeMorph
Coding
No data
Overall
No data
Output $/M
$1.90
Qwen2.5 7B InstructQwen
Coding
No data
Overall
No data
Output $/M
$0.20
vs $1.90 vs $0.20 per 1M output tokens. Qwen2.5 7B Instruct is 9.5x cheaper.

Decision reading

Neither model has a coding score yet, so the two cannot be ranked on coding.

Morph V3 Large has the edge where the context window is larger, 262K against 33K tokens.

Model AMorph V3 LargeMorphNot benchmarkedNo coding benchmarkNo cost per solved taskModel BQwen2.5 7B InstructQwenNot benchmarkedNo coding benchmarkNo cost per solved task
Shared results
0
Morph V3 Large only
0
Qwen2.5 7B Instruct only
7
Like-for-like categories
0 of 9

Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Morph V3 Large not benchmarked, Qwen2.5 7B Instruct not benchmarked.
Widest category
No category has a result for both models.
Widest single gap
No benchmark has a result for both models.
Output price
Morph V3 Large $1.90 against Qwen2.5 7B Instruct $0.20 per million output tokens, 9.5x apart.
Context window
Morph V3 Large takes 262K tokens, Qwen2.5 7B Instruct 33K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

CodingNot comparableSix of these boards feed the Vibe Coding Index0 boards, none shared
Coding benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
Neither model has a result on 38 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Intelligence benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
Epoch Capabilities IndexNot measured118.5Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Agentic work benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
BALROGNot measured7.8%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 38 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Reasoning benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
GPQA Diamond (Epoch AI run)Not measured35.5%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 20 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Math benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
OTIS Mock AIMENot measured2.5%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 12 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Knowledge benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
MMLUNot measured72.9%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 16 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
Neither model has a result on 9 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
General benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
DTBenchNot measured47.7%Only Qwen2.5 7B Instruct measured
LMCANot measured6.4%Only Qwen2.5 7B Instruct measured
Neither model has a result on the other 44 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Morph V3 Large and Qwen2.5 7B Instruct
BenchmarkMorph V3 LargeQwen2.5 7B InstructLeader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Morph V3 Large$0.0019Fits in one request
Qwen2.5 7B Instruct$0.0002Fits in one request

Qwen2.5 7B Instruct costs less

Repository review

50K input + 3K output tokens

Morph V3 Large$0.051Fits in one request
Qwen2.5 7B Instruct$0.0056Exceeds the context window

Qwen2.5 7B Instruct costs less

Agent loop

200K input + 10K output tokens

Morph V3 Large$0.199Fits in one request
Qwen2.5 7B Instruct$0.022Exceeds the context window

Qwen2.5 7B Instruct costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Morph V3 Large and Qwen2.5 7B Instruct
SpecificationMorph V3 LargeQwen2.5 7B Instruct
MakerMorphQwen
WeightsNo public weights listedOpen weights
ReleasedJuly 7, 2025October 16, 2024
Context window262K33K
Input $/Mtok$0.90$0.10
Output $/Mtok$1.90$0.20
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Morph V3 Large better than Qwen2.5 7B Instruct for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Morph V3 Large has the edge where the context window is larger, 262K against 33K tokens.

Which is cheaper, Morph V3 Large or Qwen2.5 7B Instruct?

Morph V3 Large costs $0.90 per million input tokens and $1.90 per million output tokens; Qwen2.5 7B Instruct costs $0.10 and $0.20. Cost per solved task is known for neither of them.

Which has the bigger context window, Morph V3 Large or Qwen2.5 7B Instruct?

Morph V3 Large, with 262K tokens against 33K.

How many benchmarks is the Morph V3 Large vs Qwen2.5 7B Instruct comparison based on?

0 benchmarks have a result for both models as of October 21, 2026. Morph V3 Large's coding index rests on 0 independent benchmarks and Qwen2.5 7B Instruct's on 0. Where only one model has a result, the page says so instead of naming a winner.

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