Released: 2024-11-12

Qwen2.5 Coder 32B Instruct

Qwen2.5-Coder is the latest series of Code-Specific Qwen large language models (formerly known as CodeQwen). Qwen2.5-Coder brings the following improvements upon CodeQwen1.5: - Significantly improvements in **code generation**, **code reasoning**...

Intelligence Index
81.0/ 100
Calibrated multi-domain composite
Throughput Speed
130tok/sec
Output streaming throughput
Time To First Token
280ms
Initial chunk server latency
LiveBench Contam-Free
71.3%
September 2026 suite score

LiveBench Multi-Domain Evaluation Breakdown

Monthly refreshed contamination-free test sets
Logical Reasoning74.5%
Coding & Repo Repair72.9%
Mathematics (AIME)72.1%
Data Analysis & Tables68.9%
Language & Comprehension70.5%
Instruction Following71.3%

Sourced Benchmark Evaluations (60)

Verified performance across authoritative benchmarks with provenance tracking.
BenchmarkStatusScoreTrustDateSource TypeProvenance
ARC-AGI-3Active51.1%
93
2024-12-17independentSource ↗
ARC-AGI-2Nearing Saturation61.3%
75
2024-12-10independentSource ↗
FrontierMathActive21.1%
98
2024-12-07independentSource ↗
PutnamBenchActive39.2%
90
2024-12-06independentSource ↗
Omni-MATHDeprecated55.7%
10
2024-12-04independentSource ↗
SWE-LancerDeprecated52.4%
20
2024-12-04independentSource ↗
FrontierCodeActive44.7%
98
2024-12-02independentSource ↗
SoohakActive57.2%
98
2024-12-02independentSource ↗
StructFlowBenchNearing Saturation60.6%
75
2024-11-30independentSource ↗
Humanity's Last ExamActive34.6%
93
2024-11-30independentSource ↗
AIMENearing Saturation71.5%
75
2024-11-30independentSource ↗
OlympiadBenchActive61.7%
80
2024-11-29independentSource ↗
Terminal-BenchActive53.9%
80
2024-11-28independentSource ↗
FireBenchActive59.9%
95
2024-11-28independentSource ↗
MathArenaActive60.2%
99
2024-11-28independentSource ↗
SimpleQAActive42.1%
90
2024-11-27independentSource ↗
OpenAI-MRCRActive68%
80
2024-11-27independentSource ↗
CodeContestsDeprecated50.1%
10
2024-11-27independentSource ↗
SWE-bench ProActive47.7%
90
2024-11-26independentSource ↗
ComplexBenchNearing Saturation58.5%
80
2024-11-26independentSource ↗
LongBench-ProActive66.4%
80
2024-11-26independentSource ↗
MultiPL-EDeprecated70.8%
10
2024-11-25independentSource ↗
ZeroSCROLLSNearing Saturation64.8%
78
2024-11-25independentSource ↗
InfiniteBenchNearing Saturation68.9%
65
2024-11-24independentSource ↗
LiveCodeBenchSaturated63.1%
39
2024-11-24independentSource ↗
AgentIFNearing Saturation48.5%
80
2024-11-24independentSource ↗
MATHSaturated73.8%
25
2024-11-24independentSource ↗
SCROLLSNearing Saturation64.8%
65
2024-11-23independentSource ↗
MercuryDeprecated67.8%
10
2024-11-23independentSource ↗
MMLU-ProNearing Saturation74.5%
75
2024-11-23independentSource ↗
TabMWPSaturated69.3%
25
2024-11-22independentSource ↗
CyberSecEvalDeprecated69.3%
10
2024-11-22independentSource ↗
RULERNearing Saturation74.5%
84
2024-11-22independentSource ↗
SWE-bench VerifiedSaturated60.1%
25
2024-11-21independentSource ↗
QuALITYNearing Saturation71.3%
78
2024-11-21independentSource ↗
MMLU-ReduxSaturated79.4%
25
2024-11-21independentSource ↗
SWE-benchDeprecated52.4%
10
2024-11-20independentSource ↗
MGSMNearing Saturation71.5%
65
2024-11-20independentSource ↗
LongBenchNearing Saturation69.7%
65
2024-11-20independentSource ↗
QASPERNearing Saturation67.2%
65
2024-11-19independentSource ↗
TruthfulQASaturated71.3%
25
2024-11-19independentSource ↗
AGIEvalSaturated67.6%
25
2024-11-19independentSource ↗
SuperGLUESaturated80.2%
25
2024-11-18independentSource ↗
GSM-HardDeprecated72.3%
10
2024-11-18independentSource ↗
MT-BenchNearing Saturation7.3%
75
2024-11-17independentSource ↗
BIG-Bench HardSaturated77%
25
2024-11-17independentSource ↗
CodeXGLUEDeprecated72.4%
23
2024-11-17independentSource ↗
WinoGrandeSaturated81.7%
28
2024-11-16independentSource ↗
IFEvalDeprecated69.9%
25
2024-11-16independentSource ↗
GPQANearing Saturation71.3%
78
2024-11-16independentSource ↗
CommonsenseQASaturated82.5%
28
2024-11-15independentSource ↗
Needle-in-a-HaystackSaturated96.2%
44
2024-11-15independentSource ↗
GSM8KSaturated81.3%
25
2024-11-14independentSource ↗
GLUESaturated84.9%
28
2024-11-14independentSource ↗
MBPPSaturated81.6%
25
2024-11-14independentSource ↗
HumanEvalSaturated87.8%
25
2024-11-13independentSource ↗
MMLUSaturated82.6%
25
2024-11-13independentSource ↗
ARC-AGISaturated73.9%
25
2024-11-13independentSource ↗
HumanEval+Saturated87.2%
25
2024-11-12independentSource ↗
MBPP+Nearing Saturation77%
65
2024-11-12vendor-reportedSource ↗
Local Hardware Execution (Ollama)Hardware Compatible
# 1. Pull and execute model locally with Ollama
ollama run qwen2-5-coder-32b-instruct

# 2. Or invoke via local OpenAI-compatible endpoint
curl http://localhost:11434/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "qwen2-5-coder-32b-instruct",
    "messages": [{"role": "user", "content": "Analyze reasoning chains on AIME 2026"}]
  }'

Evaluation & Sourcing Notes

Scores listed for Qwen2.5 Coder 32B Instruct represent verified evaluations extracted from official research papers, independent evaluation suites (HELM, LMSYS, OpenCompass, LiveBench), and verified audit reports.

All benchmarks marked as saturated or deprecated reflect historical performance where the benchmark no longer provides active discriminative power.