Released: 2026-02-16

Qwen: Qwen3.5 397B A17B

The Qwen3.5 series 397B-A17B native vision-language model is built on a hybrid architecture that integrates a linear attention mechanism with a sparse mixture-of-experts model, achieving higher inference efficiency. It delivers...

Intelligence Index
88.5/ 100
Calibrated multi-domain composite
Throughput Speed
85tok/sec
Output streaming throughput
Time To First Token
280ms
Initial chunk server latency
LiveBench Contam-Free
77.9%
September 2026 suite score

LiveBench Multi-Domain Evaluation Breakdown

Monthly refreshed contamination-free test sets
Logical Reasoning81.4%
Coding & Repo Repair79.7%
Mathematics (AIME)78.8%
Data Analysis & Tables75.2%
Language & Comprehension77.0%
Instruction Following77.9%

Sourced Benchmark Evaluations (60)

Verified performance across authoritative benchmarks with provenance tracking.
BenchmarkStatusScoreTrustDateSource TypeProvenance
ARC-AGI-3Active55.8%
93
2026-03-23independentSource ↗
ARC-AGI-2Nearing Saturation66.9%
75
2026-03-16independentSource ↗
FrontierMathActive23%
98
2026-03-13independentSource ↗
PutnamBenchActive42.8%
90
2026-03-12independentSource ↗
Omni-MATHDeprecated60.9%
10
2026-03-10independentSource ↗
SWE-LancerDeprecated57.2%
20
2026-03-10independentSource ↗
FrontierCodeActive48.8%
98
2026-03-08independentSource ↗
SoohakActive62.5%
98
2026-03-08independentSource ↗
StructFlowBenchNearing Saturation66.2%
75
2026-03-06independentSource ↗
Humanity's Last ExamActive37.8%
93
2026-03-06independentSource ↗
AIMENearing Saturation78.2%
75
2026-03-06independentSource ↗
OlympiadBenchActive67.5%
80
2026-03-05independentSource ↗
Terminal-BenchActive58.9%
80
2026-03-04independentSource ↗
FireBenchActive65.4%
95
2026-03-04independentSource ↗
MathArenaActive65.8%
99
2026-03-04independentSource ↗
SimpleQAActive46%
90
2026-03-03independentSource ↗
OpenAI-MRCRActive74.3%
80
2026-03-03independentSource ↗
CodeContestsDeprecated54.7%
10
2026-03-03independentSource ↗
SWE-bench ProActive52.1%
90
2026-03-02independentSource ↗
ComplexBenchNearing Saturation63.9%
80
2026-03-02independentSource ↗
LongBench-ProActive72.6%
80
2026-03-02independentSource ↗
MultiPL-EDeprecated77.4%
10
2026-03-01independentSource ↗
ZeroSCROLLSNearing Saturation70.8%
78
2026-03-01independentSource ↗
InfiniteBenchNearing Saturation75.2%
65
2026-02-28independentSource ↗
LiveCodeBenchSaturated69%
39
2026-02-28independentSource ↗
AgentIFNearing Saturation53%
80
2026-02-28independentSource ↗
MATHSaturated80.7%
25
2026-02-28independentSource ↗
SCROLLSNearing Saturation70.8%
65
2026-02-27independentSource ↗
MercuryDeprecated74%
10
2026-02-27independentSource ↗
MMLU-ProNearing Saturation81.4%
75
2026-02-27independentSource ↗
TabMWPSaturated75.7%
25
2026-02-26independentSource ↗
CyberSecEvalDeprecated75.7%
10
2026-02-26independentSource ↗
RULERNearing Saturation81.4%
84
2026-02-26independentSource ↗
SWE-bench VerifiedSaturated65.6%
25
2026-02-25independentSource ↗
QuALITYNearing Saturation77.9%
78
2026-02-25independentSource ↗
MMLU-ReduxSaturated86.7%
25
2026-02-25independentSource ↗
SWE-benchDeprecated57.2%
10
2026-02-24independentSource ↗
MGSMNearing Saturation78.2%
65
2026-02-24independentSource ↗
LongBenchNearing Saturation76.1%
65
2026-02-24independentSource ↗
QASPERNearing Saturation73.5%
65
2026-02-23independentSource ↗
TruthfulQASaturated77.9%
25
2026-02-23independentSource ↗
AGIEvalSaturated73.8%
25
2026-02-23independentSource ↗
SuperGLUESaturated87.5%
25
2026-02-22independentSource ↗
GSM-HardDeprecated79%
10
2026-02-22independentSource ↗
MT-BenchNearing Saturation8%
75
2026-02-21independentSource ↗
BIG-Bench HardSaturated84.1%
25
2026-02-21independentSource ↗
CodeXGLUEDeprecated79.1%
23
2026-02-21independentSource ↗
WinoGrandeSaturated89.2%
28
2026-02-20independentSource ↗
MBPP+Nearing Saturation85.8%
65
2026-02-20independentSource ↗
IFEvalDeprecated76.3%
25
2026-02-20independentSource ↗
GPQANearing Saturation77.9%
78
2026-02-20independentSource ↗
HumanEval+Saturated90.8%
25
2026-02-19independentSource ↗
Needle-in-a-HaystackSaturated97.7%
44
2026-02-19independentSource ↗
CommonsenseQASaturated90.1%
28
2026-02-19independentSource ↗
GSM8KSaturated88.9%
25
2026-02-18independentSource ↗
GLUESaturated92.7%
28
2026-02-18independentSource ↗
MBPPSaturated89.1%
25
2026-02-18independentSource ↗
HumanEvalSaturated95.9%
25
2026-02-17independentSource ↗
MMLUSaturated90.3%
25
2026-02-17independentSource ↗
ARC-AGISaturated80.7%
25
2026-02-17independentSource ↗
Local Hardware Execution (Ollama)Hardware Compatible
# 1. Pull and execute model locally with Ollama
ollama run qwen-qwen3-5-397b-a17b

# 2. Or invoke via local OpenAI-compatible endpoint
curl http://localhost:11434/v1/chat/completions \
  -H "Content-Type: application/json" \
  -d '{
    "model": "qwen-qwen3-5-397b-a17b",
    "messages": [{"role": "user", "content": "Analyze reasoning chains on AIME 2026"}]
  }'

Evaluation & Sourcing Notes

Scores listed for Qwen: Qwen3.5 397B A17B 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.