Preference · Alibaba Cloud

QwQ 8B on Arena Elo: score, rank and what it means

QwQ 8B scores 1287.7 on Arena Elo, placing it #434 of 600 models in the index. The benchmark average is 1349.9 and the leader is Claude Opus 4.5 Max at 1501.9.

Score
1287.7
0–100 scale
Rank
#434
of 600
Percentile
28th
within the index
Benchmark avg
1349.9
all models
Leader
1501.9
Claude Opus 4.5 Max
Gap to leader
214.2
points

Score distribution

The chart shows the top 10 models on Arena Elo, with QwQ 8B highlighted. Longer bars mean higher scores.

Claude Opus 4.5 Max 1501.9
GPT-5.2 Reasoning 1500.4
GPT-5.2 Turbo 1500.3
Claude Opus 4.5 Reasoning 1497.5
GPT-5.2 Max 1495.3
Gemini 3 Pro Turbo 1494.9
Grok 4 Max 1491.4
Claude Opus 4.5 1491.2
GPT-5.1 Pro 1490.0
Grok 4 Reasoning 1487.6

Top 10 leaderboard

#ModelProviderContextInput / 1MAvg score
1 Claude Opus 4.5 Max Anthropic 1000000 $20.90 87.8
2 GPT-5.2 Reasoning OpenAI 1000000 $20.98 87.5
3 GPT-5.2 Turbo OpenAI 1000000 $20.73 87.4
4 Claude Opus 4.5 Reasoning Anthropic 2000000 $20.91 88.2
5 GPT-5.2 Max OpenAI 1000000 $21.39 89.2
6 Gemini 3 Pro Turbo Google DeepMind 400000 $19.62 86.4
7 Grok 4 Max xAI 2000000 $19.70 86.6
8 Claude Opus 4.5 Anthropic 400000 $19.42 87.7
9 GPT-5.1 Pro OpenAI 200000 $19.77 87.8
10 Grok 4 Reasoning xAI 2000000 $19.67 87.8

What this score means

On Arena Elo, QwQ 8B sits at #434 of 600. The leader, Claude Opus 4.5 Max, scores 1501.9, so the gap to the top is 214.2 points. The median model in this index scores 1373.8, which puts QwQ 8B below the midpoint.

Alibaba Cloud models average 1370.9 on this benchmark. QwQ 8B is 83.2 points below that provider line, so it is a weaker result than the average Alibaba Cloud model.

Among small open-weight models, the average is 1224.7. QwQ 8B is 63.0 points above that group. This is the more useful comparison if you are shortlisting within the same tier rather than across the whole index.

Read a 1287.7 as a relative signal, not an absolute guarantee. Benchmark scores depend on prompt format, evaluation harness and contamination controls. Use this page to narrow the shortlist, then test the model on your own data.

Price context

At $1.37 per million input tokens, QwQ 8B is below the median input price of $4.00 across the 600 models scored on Arena Elo. The models immediately around it in the ranking are shown below so you can compare score and price together.

ModelProviderContextInput / 1MAvg score
Pythia Instruct EleutherAI 8192 $1.41 60.8
Auto Mini OpenRouter 4096 $4.24 61.6
ERNIE 4.0 Nano Baidu 32768 $4.68 62.1
StableLM 2 Base Stability AI 8192 $1.49 61.9
QwQ 8B Alibaba Cloud 16384 $1.37 59.5
Llama 4 Maverick 7B Meta AI 4096 $1.52 61.9
Qwen3-Coder 8B Alibaba Cloud 32768 $1.43 61.3

Other benchmarks for QwQ 8B

BenchmarkScoreRankPercentileRelative
MMLU-Pro 64.6 460 23th
GPQA Diamond 55.7 454 24th
SWE-bench Verified 47.3 443 26th
HumanEval 64.2 451 25th
MATH-500 60.4 456 24th
AIME 2025 47.0 477 21th
LiveCodeBench 49.0 456 24th
IFEval 71.3 436 27th
TruthfulQA 63.7 478 20th
HellaSwag 73.0 483 20th
MMMU 58.5 450 25th

FAQ

What score does QwQ 8B get on Arena Elo?

QwQ 8B scores 1287.7 on Arena Elo in this index. The benchmark average is 1349.9 and the top score is 1501.9.

How does QwQ 8B rank on Arena Elo?

It ranks #434 of 600 models, in the 28th percentile. The leader is Claude Opus 4.5 Max at 1501.9.

Is QwQ 8B good at Arena Elo?

It is below the median for this benchmark, so test it carefully before relying on it for this capability. The result should be read alongside its price and context window.

How is the Arena Elo score calculated?

Arena Elo is a preference benchmark. Scores in this index are modelled estimates on a 0–100 scale (or Elo for Arena), derived from capability tier and benchmark difficulty. They are not official leaderboard results.

What does QwQ 8B cost?

QwQ 8B costs $1.37 per million input tokens and $6.68 per million output tokens.

Related