GLM 5 (medium) vs GLM 5.1 (medium) vs Kimi K2.5 (medium) vs Qwen3.6 Plus Preview (medium) benchmark comparison:GLM 5 (medium) leads on Score with 7.7. GLM 5 (medium) leads on Reliability with 10.0. Qwen3.6 Plus Preview (medium) has the lowest Total Cost at $0.000. Qwen3.6 Plus Preview (medium) is fastest at 15.25s.
Last updated at:
2026-07-25
โฎโฎ
Rank
#49
Total Output Tokens
124,566
Response Time (avg)
33.54s
Total Cost
$0.307
โฎโฎ
Rank
#82
Total Output Tokens
152,552
Response Time (avg)
46.77s
Total Cost
$0.535
โฎโฎ
Rank
#85
Total Output Tokens
227,367
Response Time (avg)
99.00s
Total Cost
$0.600
โฎโฎ
Rank
#190
Total Output Tokens
63,350
Response Time (avg)
15.25s
Total Cost
$0.000
Recommended modelGLM 5 (medium)
It has the best score here (7.7), while costing about 1.8x less than the other models in this comparison.
7.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
Rank
#49
#82
#85
#190
Reliability
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
8.3First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
10.0First-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
N/AFirst-attempt success score: 10.0 means no retryable target API or rate-limit failures before successful calls; tracked failures lower the score.โฆ
Consistency
8.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
8.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
7.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
8.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
A test is fully passed only if every run passed for that test.API error: 8Wrong answer: 2Response Time (avg)15.25sResponse Time (max)43.55sResponse Time (total)182.96sA test is fully passed only if every run passed for that test.โฆ
Attempt pass rate
78.8%Attempt pass rate = passed attempts / total attempts across runs.โฆ
69.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
65.2%Attempt pass rate = passed attempts / total attempts across runs.โฆ
40.9%Attempt pass rate = passed attempts / total attempts across runs.โฆ
Flaky tests
4Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
4Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
8Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
Total Runs
63Total Runsโฆ
66Total Runsโฆ
66Total Runsโฆ
57Total Runsโฆ
Cost per result
1.668Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
4.202Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
4.789Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
0.000Shows the average cost per correct benchmark answer in cents (lower is better).โฆ
Total Cost
$0.307Total Cost (Current Price)โฆ
$0.535Total Cost (Current Price)โฆ
$0.600Total Cost (Current Price)โฆ
$0.000Total Cost (Current Price)โฆ
Input Price
$0.950 / 1MInput Priceโฆ
$0.966 / 1MInput Priceโฆ
$0.571 / 1MInput Priceโฆ
$0.000 / 1MInput Priceโฆ
Output Price
$2.551 / 1MOutput Priceโฆ
$3.036 / 1MOutput Priceโฆ
$2.850 / 1MOutput Priceโฆ
$0.000 / 1MOutput Priceโฆ
Total Input Tokens
35,224Total Input Tokensโฆ
82,623Total Input Tokensโฆ
118,448Total Input Tokensโฆ
32,639Total Input Tokensโฆ
Output Tokens
21,570Output Tokensโฆ
16,089Output Tokensโฆ
62,124Output Tokensโฆ
1,153Output Tokensโฆ
Reasoning Tokens
102,996Reasoning Tokensโฆ
136,463Reasoning Tokensโฆ
165,243Reasoning Tokensโฆ
62,197Reasoning Tokensโฆ
Response Time (avg)
33.54sResponse Time (avg)โฆ
46.77sResponse Time (avg)โฆ
99.00sResponse Time (avg)โฆ
15.25sResponse Time (avg)โฆ
Response Time (max)
99.85sResponse Time (max)โฆ
308.75sResponse Time (max)โฆ
281.00sResponse Time (max)โฆ
43.55sResponse Time (max)โฆ
Response Time (total)
435.99sResponse Time (total)โฆ
982.16sResponse Time (total)โฆ
1485.04sResponse Time (total)โฆ
182.96sResponse Time (total)โฆ
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#49 GLM 5
medium
Cost
$0.005
Time
20.7s
Tokens
2,068 tok
#82 GLM 5.1
medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok
#85 MoonshotAI: Kimi K2.5
medium
Cost
$0.030
Time
58.6s
Tokens
8,683 tok
#190 Qwen3.6 Plus Preview
medium
No showcase result has been generated for this model yet.
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)23.66sResponse Time (max)25.06sResponse Time (total)47.32sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)8.31sResponse Time (max)14.20sResponse Time (total)33.24sA test is fully passed only if every run passed for that test.โฆ
7.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.8Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
83.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No answer: 1Wrong answer: 1Response Time (avg)51.38sResponse Time (max)85.28sResponse Time (total)102.75sA test is fully passed only if every run passed for that test.โฆ
51.38sResponse Time (avg)โฆ
634Total Input Tokensโฆ
2,789Output Tokensโฆ
8,880Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
8.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
75.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)11.69sResponse Time (max)19.37sResponse Time (total)35.08sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)74.30sResponse Time (max)99.85sResponse Time (total)222.91sA test is fully passed only if every run passed for that test.โฆ
4.6Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.7Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
44.5%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Extra formatting: 1No answer: 1Timed out: 1Response Time (avg)109.63sResponse Time (max)172.60sResponse Time (total)328.90sA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No answer: 1Timed out: 1Response Time (avg)217.49sResponse Time (max)281.00sResponse Time (total)652.48sA test is fully passed only if every run passed for that test.โฆ
217.49sResponse Time (avg)โฆ
6,935Total Input Tokensโฆ
5,705Output Tokensโฆ
74,693Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
9.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.3Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ
5.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)28.96sResponse Time (max)28.96sResponse Time (total)28.96sA test is fully passed only if every run passed for that test.โฆ
9.8Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)175.93sResponse Time (max)308.75sResponse Time (total)351.86sA test is fully passed only if every run passed for that test.โฆ
6.7Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Invalid tool call: 1Response Time (avg)89.19sResponse Time (max)107.01sResponse Time (total)178.38sA test is fully passed only if every run passed for that test.โฆ
89.19sResponse Time (avg)โฆ
95,416Total Input Tokensโฆ
14,448Output Tokensโฆ
11,209Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
5.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)34.95sResponse Time (max)34.95sResponse Time (total)34.95sA test is fully passed only if every run passed for that test.โฆ
7.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.6Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
83.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No answer: 1Response Time (avg)8.90sResponse Time (max)8.90sResponse Time (total)8.90sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)9.33sResponse Time (max)9.40sResponse Time (total)18.66sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)49.78sResponse Time (max)49.78sResponse Time (total)49.78sA test is fully passed only if every run passed for that test.โฆ
49.78sResponse Time (avg)โฆ
7,020Total Input Tokensโฆ
563Output Tokensโฆ
7,940Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)14.95sResponse Time (max)15.40sResponse Time (total)29.90sA test is fully passed only if every run passed for that test.โฆ
3.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
33.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2Timed out: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ
5.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
33.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Timed out: 1Wrong answer: 1Response Time (avg)29.77sResponse Time (max)32.22sResponse Time (total)89.30sA test is fully passed only if every run passed for that test.โฆ
3.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
33.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2Timed out: 1Response Time (avg)137.29sResponse Time (max)137.29sResponse Time (total)137.29sA test is fully passed only if every run passed for that test.โฆ
137.29sResponse Time (avg)โฆ
485Total Input Tokensโฆ
20,753Output Tokensโฆ
30,564Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 2API error: 1Response Time (avg)22.08sResponse Time (max)43.55sResponse Time (total)66.23sA test is fully passed only if every run passed for that test.โฆ
6.1Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)14.69sResponse Time (max)14.69sResponse Time (total)14.69sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)20.95sResponse Time (max)20.95sResponse Time (total)20.95sA test is fully passed only if every run passed for that test.โฆ
6.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
3.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)69.73sResponse Time (max)69.73sResponse Time (total)69.73sA test is fully passed only if every run passed for that test.โฆ
69.73sResponse Time (avg)โฆ
480Total Input Tokensโฆ
3,815Output Tokensโฆ
4,262Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)7.25sResponse Time (max)7.25sResponse Time (total)7.25sA test is fully passed only if every run passed for that test.โฆ
6.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
5.8Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
66.7%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)7.47sResponse Time (max)10.16sResponse Time (total)14.94sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)92.47sResponse Time (max)92.47sResponse Time (total)92.47sA test is fully passed only if every run passed for that test.โฆ
92.47sResponse Time (avg)โฆ
675Total Input Tokensโฆ
5,371Output Tokensโฆ
6,547Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
6.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
50.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)3.40sResponse Time (max)3.40sResponse Time (total)3.40sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)11.33sResponse Time (max)16.34sResponse Time (total)22.66sA test is fully passed only if every run passed for that test.โฆ
8.2Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
88.9%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)31.64sResponse Time (max)46.04sResponse Time (total)94.91sA test is fully passed only if every run passed for that test.โฆ
5.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
7.3Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
44.4%Attempt pass rate = passed attempts / total attempts across runs.โฆ
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Wrong answer: 1Response Time (avg)43.23sResponse Time (max)82.75sResponse Time (total)86.47sA test is fully passed only if every run passed for that test.โฆ
43.23sResponse Time (avg)โฆ
659Total Input Tokensโฆ
8,426Output Tokensโฆ
12,692Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
5.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
33.3%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 2Response Time (avg)7.52sResponse Time (max)7.52sResponse Time (total)7.52sA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)15.93sResponse Time (max)15.93sResponse Time (total)15.93sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)31.74sResponse Time (max)31.74sResponse Time (total)31.74sA test is fully passed only if every run passed for that test.โฆ
31.74sResponse Time (avg)โฆ
5,933Total Input Tokensโฆ
242Output Tokensโฆ
812Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
100.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)5.87sResponse Time (max)5.87sResponse Time (total)5.87sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)67.37sResponse Time (max)67.37sResponse Time (total)67.37sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)29.40sResponse Time (max)29.40sResponse Time (total)29.40sA test is fully passed only if every run passed for that test.โฆ
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)83.95sResponse Time (max)83.95sResponse Time (total)83.95sA test is fully passed only if every run passed for that test.โฆ
83.95sResponse Time (avg)โฆ
211Total Input Tokensโฆ
12Output Tokensโฆ
7,644Reasoning Tokensโฆ
Qwen3.6 Plus PreviewArchived model: this model is no longer updated or tested on new tests.
3.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.โฆ
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).โฆ
0.0%Attempt pass rate = passed attempts / total attempts across runs.โฆ
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).โฆ
A test is fully passed only if every run passed for that test.API error: 1Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.โฆ