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Qwen2.5 7B Instruct vs Qwen3 Coder Next

Updated October 21, 2026. No benchmark has tested both models yet. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

Qwen2.5 7B InstructQwen
Coding
No data
Overall
No data
Output $/M
$0.20
Qwen3 Coder NextQwen
Coding
No data
Overall
9.2
Output $/M
$0.80
vs $0.20 vs $0.80 per 1M output tokens. Qwen2.5 7B Instruct is 4.0x cheaper.

Decision reading

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

Qwen2.5 7B Instruct has the edge where output tokens cost 4.0x less.

No benchmark has tested both yet. Qwen2.5 7B Instruct has results on Epoch Capabilities Index, BALROG and GPQA Diamond (Epoch AI run); Qwen3 Coder Next on AA Coding Index, SciCode and Terminal-Bench Hard (Artificial Analysis run). Compare them on price and context instead.

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
Qwen2.5 7B Instruct not benchmarked, Qwen3 Coder Next not benchmarked.
Widest category
None yet: no category has been tested on both models.
Widest single gap
None yet: no benchmark has tested both models.
Output price
Qwen2.5 7B Instruct $0.20 against Qwen3 Coder Next $0.80 per million output tokens, 4.0x apart.
Context window
Qwen2.5 7B Instruct takes 33K tokens, Qwen3 Coder Next 262K.

Benchmark by benchmark

Every board either model has a result on, a category to a fold; bars are each result on a 0 to 100 scale. Only one model is measured on each, so no row names a leader.

CodingDirectional onlySix of these boards feed the Vibe Coding Index4 boards measured
Coding benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
AA Coding IndexNot measured36.2Only Qwen3 Coder Next measured
SciCodeNot measured36.2%Only Qwen3 Coder Next measured
Terminal-Bench Hard (Artificial Analysis run)Not measured18.2%Only Qwen3 Coder Next measured
WeirdMLNot measured34.4%Only Qwen3 Coder Next measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards measured
Intelligence benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
AA Intelligence IndexNot measured9.2Only Qwen3 Coder Next measured
Epoch Capabilities Index118.5Not measuredOnly Qwen2.5 7B Instruct measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Agentic work benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
AA Agentic IndexNot measured0.9Only Qwen3 Coder Next measured
τ²-Bench TelecomNot measured79.5%Only Qwen3 Coder Next measured
BALROG7.8%Not measuredOnly Qwen2.5 7B Instruct measured
Neither model has a result on the other 36 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index3 boards measured
Reasoning benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
GPQA Diamond (Artificial Analysis run)Not measured73.7%Only Qwen3 Coder Next measured
Humanity's Last Exam (Artificial Analysis run)Not measured10.1%Only Qwen3 Coder Next measured
GPQA Diamond (Epoch AI run)35.5%Not measuredOnly Qwen2.5 7B Instruct measured
Neither model has a result on the other 18 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index1 board measured
Math benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
OTIS Mock AIME2.5%Not measuredOnly 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 measured
Knowledge benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
MMLU72.9%Not measuredOnly Qwen2.5 7B Instruct measured
Neither model has a result on the other 16 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index4 boards measured
General benchmarks for Qwen2.5 7B Instruct and Qwen3 Coder Next
BenchmarkQwen2.5 7B InstructQwen3 Coder NextLeader
IFBenchNot measured35.2%Only Qwen3 Coder Next measured
Long context reasoning (AA-LCR)Not measured47.0%Only Qwen3 Coder Next measured
DTBench47.7%Not measuredOnly Qwen2.5 7B Instruct measured
LMCA6.4%Not measuredOnly Qwen2.5 7B Instruct measured
Neither model has a result on the other 42 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

Qwen2.5 7B Instruct$0.0002Fits in one request
Qwen3 Coder Next$0.0005Fits in one request

Qwen2.5 7B Instruct costs less

Repository review

50K input + 3K output tokens

Qwen2.5 7B Instruct$0.0056Exceeds the context window
Qwen3 Coder Next$0.0084Fits in one request

Qwen2.5 7B Instruct costs less

Agent loop

200K input + 10K output tokens

Qwen2.5 7B Instruct$0.022Exceeds the context window
Qwen3 Coder Next$0.032Fits in one request

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 Qwen2.5 7B Instruct and Qwen3 Coder Next
SpecificationQwen2.5 7B InstructQwen3 Coder Next
MakerQwenQwen
WeightsOpen weightsOpen weights
ReleasedOctober 16, 2024February 4, 2026
Context window33K262K
Input $/Mtok$0.10$0.12
Output $/Mtok$0.20$0.80
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Qwen2.5 7B Instruct better than Qwen3 Coder Next for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Qwen2.5 7B Instruct has the edge where output tokens cost 4.0x less.

Which is cheaper, Qwen2.5 7B Instruct or Qwen3 Coder Next?

Qwen2.5 7B Instruct costs $0.10 per million input tokens and $0.20 per million output tokens; Qwen3 Coder Next costs $0.12 and $0.80. Cost per solved task is known for neither of them.

Which has the bigger context window, Qwen2.5 7B Instruct or Qwen3 Coder Next?

Qwen3 Coder Next, with 262K tokens against 33K.

Has any benchmark tested both Qwen2.5 7B Instruct and Qwen3 Coder Next?

No benchmark has tested both yet. Qwen2.5 7B Instruct has results on Epoch Capabilities Index, BALROG and GPQA Diamond (Epoch AI run); Qwen3 Coder Next on AA Coding Index, SciCode and Terminal-Bench Hard (Artificial Analysis run). Compare them on price and context instead. Data as of October 21, 2026.

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