PipelineScore
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qwen3-coder:30b

Released Context 0Kqwen3-coder-30b
PipelineScore
86.6MAINLINE
Ranked #4 of 13 models · 69th percentileCode is the headline (100.0); throughput is the soft spot (54.5). Best-fit profile: Coding.

Category breakdown

Score per category, normalized 0–100 against the v1 anchor.

Code
100.0
Reason
70.0
Tool Use
100.0
RAG
100.0
Speed
54.5

Strengths

Code100.0
Tool Use100.0
RAG100.0

Sample tasks

A taste of what the test pack measures. Full prompts are private and rotated daily.

CodeDifficulty 1code-fib-1

Fibonacci function

Write a Python `fib(n)` returning the nth Fibonacci number, O(n).

ReasonDifficulty 1reason-math-1

Train meeting time

Two trains, opposite directions, given speeds and start times — when do they meet?

RAGDifficulty 2rag-extract-1

Extract metrics to JSON

From the context, extract net sales, operating margin, and free cash flow as a JSON object. Numbers only.

Tool UseDifficulty 2tool-schema-1

OpenAPI param selection

Given an OpenAPI schema with limit/offset/sort, fill JSON for 'next 50, recent first.'

RAGDifficulty 2rag-grounding-1

Refuses to fabricate

Context lacks the answer — does the model fabricate or correctly say it can't?

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