AI Agent Store4,096 tokens
Tested setting41 of 50 tasks passed
-6.0 pts vs 12,288 tokens
115 s mean duration
7,430 output tokens
Alibaba · REASONING EFFORT GUIDEQwen3.6 27B
Qwen3.6 27B
How much thinking?
Compare 4,096 tokens vs 8,192 tokens vs 12,288 tokens vs Unrestricted where tested. Find the effort setting that fits your task, and see how much extra reasoning changes the result.
SAME MODEL. DIFFERENT THINKING.
Choose a thinking level for Qwen3.6 27B
Will Hampson · Qwen coding study · Exploratory evidence
Percentage of 50 pinned coding tasks passing public functional tests. One task equals 2 points. This is a local experimental slice, not an official LiveCodeBench leaderboard score.
Self-hosted AWQ INT4 checkpoint · pinned 50 coding tasks · 65,536 total output cap · Published: 2026-05-01 · Reviewed 2026-10-15Check the source ↗SUGGESTED SETTING TO TEST12,288 tokens
Lowest measured token use within 1.0 points of the best tested coding tasks passed.
88.0 / 100 · 11,022 output tokensExact best1.0 pts10 pts
Set 0 for the highest score. Increase the gap to explore cheaper or lighter options.
THE EFFORT CURVE
Does more thinking help?
● Near-best pickOrange = score decreased
Scores out of 100 · Full 0–100 scale · tap a point to select mode B. Cyan band: within 1.0 points of the best tested score. Horizontal labels are reasoning-token caps; Free means no reasoning-specific cap. The total output limit still applies.
WHAT YOU SPEND
Tokens used to answer
Source-reported average output tokens, including reasoning, for the selected scope.
4,096 tokens7,430
8,192 tokens8,534
12,288 tokensNear-best pick11,022
Unrestricted18,464
Measured in this study with its particular tools and setup. Your task mix, tools, caching and endpoint can change the result.
Score difference · B minus A-2.0 pts
Noticeable gap · B scored lower
Highest minus lowest score in this study6.0 pts
Best minus lowest tested score
Mean duration · B / A1.71×
Measured with the study’s testing setup
We describe gaps under 1 point as small, 1–under 5 as noticeable, and 5 or more as large. These are reading aids, not proof that a difference would hold up in repeated tests. Equal scores can still hide different mistakes.
When more thinking scored lower
12,288 tokens → Unrestricted-2.0 pts88.0 → 86.0 on coding tasks passed
EVERY TESTED MODE
4 modes · untested settings are left blankResults for each tested setting
82.0 / 100
8,192 tokens
Tested setting43 of 50 tasks passed
-2.0 pts vs 12,288 tokens
131 s mean duration
8,534 output tokens
12,288 tokens
Suggested setting44 of 50 tasks passed
0.0 pts vs 12,288 tokens
169 s mean duration
11,022 output tokens
Unrestricted
A better tradeoff is available43 of 50 tasks passed
-2.0 pts vs 12,288 tokens
289 s mean duration
18,464 output tokens
Full benchmark table & exact configuration IDs
Swipe inside the table for all measures. Figures from different study selections are not directly comparable.
| Effort | Coding tasks passed | Cost / task | Mean seconds | Output tokens | Exact source ID |
|---|---|---|---|---|---|
| 4,096 tokens | 82.0 | — | 115.0 | 7,430 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 4096 |
| 8,192 tokens | 86.0 | — | 131.0 | 8,534 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 8192 |
| 12,288 tokens | 88.0 | — | 169.0 | 11,022 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 12288 |
| Unrestricted | 86.0 | — | 289.0 | 18,464 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Free thinking |
Generation time & token calculator
Compare the measured average generation time and total output tokens for the same number of tasks.
A · 12,288 tokens46.9 h11,022,000 total output tokens
B · Unrestricted80.3 h18,464,000 total output tokens
Generation time difference33.3 hmore with B
Tasks × source-reported mean generation time or mean output tokens. Hours sum sequential generation time on the author’s setup; they do not predict elapsed time with parallel requests or different hardware. This is not a hosting bill or API price estimate. No dollar costs were reported.
YOUR WORKLOAD
Reasoning-token cost calculator
Estimate the extra bill from thinking tokens. The starting token counts are editable examples, not measurements of Qwen3.6 27B. Rates must be entered for your endpoint. The self-hosted study reports no API prices. Hosted token billing is a separate scenario; it does not estimate GPU hosting costs.
A · 12,288 tokens—estimated monthly cost
B · Unrestricted—estimated monthly cost
Enter valid nonnegative token counts and prices to calculate.
This estimate uses the token counts and prices you enter. Excludes retries, tools, caching, long-context premiums, hosting and taxes. Includes thinking in output billing; do not also include it in “visible output.” Check endpoint limits separately. Changing mode does not automatically predict tokens or quality.
Qwen3.6 27B effort benchmarks at a glance
Each card compares settings tested together in one study. Scores from different benchmarks or question sets measure different work and are not averaged together.
Coding token budgets · 50-task exploratory study
Percentage of 50 pinned coding tasks passing public functional tests. One task equals 2 points. This is a local experimental slice, not an official LiveCodeBench leaderboard score.
- 4,096 tokens
- 82.0
- 8,192 tokens
- 86.0
- 12,288 tokens · pick
- 88.0
- Unrestricted
- 86.0
Near-best pick: 12,288 tokens within 1 point of the best score. Highest-to-lowest score gap: 6.0 points.
Explore this study ↗All results and the exact settings tested
A dash means the study did not report that result. This table compares only the versions and settings tested on the same questions in this study.
| Effort / budget | Coding tasks passed | Mean seconds / task | Average output tokens | Exact source configuration |
|---|---|---|---|---|
| 4,096 tokens | 82.0 | 115.0 | 7,430 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 4096 |
| 8,192 tokens | 86.0 | 131.0 | 8,534 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 8192 |
| 12,288 tokens | 88.0 | 169.0 | 11,022 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Budget 12288 |
| Unrestricted | 86.0 | 289.0 | 18,464 | cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4 / Free thinking |
Reasoning effort, explained
Is an 8,192-token budget enough for Qwen3.6 27B?
In the 50-task self-hosted coding experiment, an 8,192-token cap and unrestricted thinking both passed 43 tasks (86%). Mean generation time fell from 289 to 131 seconds, about 55% less. The 12,288 cap passed 44 tasks; a single task is a 2-point difference. This small study does not establish a universal best budget.
Are these Qwen low, medium and high API settings?
No. These are explicit vLLM reasoning-token caps on cyankiwi/Qwen3.6-27B-AWQ-BF16-INT4. Unrestricted thinking still had a 65,536-token total completion cap. Do not map these results directly to hosted Qwen effort levels or different checkpoints.
Which Qwen3.6 27B thinking level is most efficient?
12,288 tokens is the lowest-token option within 1 point of the best coding tasks passed in Will Hampson · Qwen coding study. Unrestricted trails the best tested score by 2.0 points. This allows a score up to 1 point below the best result in the first listed study. Change the study, task and allowed score gap above to explore another comparison. It is a shortlist for testing your own workload.
Which Qwen3.6 27B effort settings are compared?
4,096 tokens, 8,192 tokens, 12,288 tokens, Unrestricted appear in the collected studies. Each chart only includes modes tested together in that study. These published labels do not establish that every endpoint or application exposes every setting.
Does more effort improve Qwen3.6 27B?
In Will Hampson · Qwen coding study, 12,288 tokens to Unrestricted lowers the observed score by 2.0 points. The overall tested range is 6.0 points. These are observed differences, not proof that extra thinking caused the decline.
How much more does a larger thinking budget cost for Qwen3.6 27B?
Use the A/B selector and measured-cost calculator when the source reports dollar costs. For your own agent, enter average input, visible output and thinking tokens in the token calculator. Higher effort is adaptive, so the label itself cannot tell you the bill. Missing costs stay missing.