7.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Rank
#23
#19
Tests Correct
A test is fully passed only if every run passed for that test.Timed out: 4Wrong answer: 1Response Time (avg)67.46sResponse Time (max)262.83sResponse Time (total)809.49sA test is fully passed only if every run passed for that test.…
A test is fully passed only if every run passed for that test.Wrong answer: 4Did not follow instructions: 1Response Time (avg)6.22sResponse Time (max)18.33sResponse Time (total)93.31sA test is fully passed only if every run passed for that test.…
Consistency
9.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
8.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
0.261Shows the average cost per correct benchmark answer in cents (lower is better).…
3.110Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.027Total Cost…
$0.311Total Cost…
Attempt pass rate
71.1%Attempt pass rate = passed attempts / total attempts across runs.…
75.6%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
3Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
common.totalRuns
45 (15 x 3)common.totalRuns…
45 (15 x 3)common.totalRuns…
Output Tokens
1,752Output Tokens…
18,953Output Tokens…
Reasoning Tokens
54,246Reasoning Tokens…
0Reasoning Tokens…
Response Time (avg)
67.46sResponse Time (avg)…
6.22sResponse Time (avg)…
Response Time (max)
262.83sResponse Time (max)…
18.33sResponse Time (max)…
Response Time (total)
809.49sResponse Time (total)…
93.31sResponse Time (total)…
Top Models by Score
Score vs Total Cost
Response Time (avg)
Avg Score vs Response Time (avg)
Category Breakdown
Anti-AI Tricks
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
7.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
66.7%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Timed out: 1Response Time (avg)98.99sResponse Time (max)182.10sResponse Time (total)296.96sA test is fully passed only if every run passed for that test.…
98.99sResponse Time (avg)…
354Output Tokens…
9,352Reasoning Tokens…
OpenAI: GPT-5.3 Chat
7.3Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.5Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
77.8%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Did not follow instructions: 1Response Time (avg)4.72sResponse Time (max)7.35sResponse Time (total)14.17sA test is fully passed only if every run passed for that test.…
4.72sResponse Time (avg)…
3,091Output Tokens…
0Reasoning Tokens…
Combined
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)262.83sResponse Time (max)262.83sResponse Time (total)262.83sA test is fully passed only if every run passed for that test.…
262.83sResponse Time (avg)…
404Output Tokens…
29,806Reasoning Tokens…
OpenAI: GPT-5.3 Chat
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)11.96sResponse Time (max)11.96sResponse Time (total)11.96sA test is fully passed only if every run passed for that test.…
11.96sResponse Time (avg)…
2,614Output Tokens…
0Reasoning Tokens…
Data parsing and extraction
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
9.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)24.27sResponse Time (max)27.52sResponse Time (total)48.54sA test is fully passed only if every run passed for that test.…
24.27sResponse Time (avg)…
246Output Tokens…
2,743Reasoning Tokens…
OpenAI: GPT-5.3 Chat
9.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.21sResponse Time (max)2.52sResponse Time (total)4.42sA test is fully passed only if every run passed for that test.…
2.21sResponse Time (avg)…
942Output Tokens…
0Reasoning Tokens…
Domain specific
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
0.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Timed out: 3Response Time (avg)0msResponse Time (max)0msResponse Time (total)0msA test is fully passed only if every run passed for that test.…
0msResponse Time (avg)…
0Output Tokens…
0Reasoning Tokens…
OpenAI: GPT-5.3 Chat
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
4.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
33.3%Attempt pass rate = passed attempts / total attempts across runs.…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 3Response Time (avg)13.01sResponse Time (max)18.33sResponse Time (total)39.04sA test is fully passed only if every run passed for that test.…
13.01sResponse Time (avg)…
8,264Output Tokens…
0Reasoning Tokens…
Instructions following
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)17.47sResponse Time (max)19.46sResponse Time (total)34.93sA test is fully passed only if every run passed for that test.…
17.47sResponse Time (avg)…
69Output Tokens…
2,050Reasoning Tokens…
OpenAI: GPT-5.3 Chat
9.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
50.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)3.29sResponse Time (max)4.18sResponse Time (total)6.59sA test is fully passed only if every run passed for that test.…
3.29sResponse Time (avg)…
1,455Output Tokens…
0Reasoning Tokens…
Puzzle Solving
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
7.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.2Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
88.9%Attempt pass rate = passed attempts / total attempts across runs.…
1Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.Wrong answer: 1Response Time (avg)25.85sResponse Time (max)32.95sResponse Time (total)77.55sA test is fully passed only if every run passed for that test.…
25.85sResponse Time (avg)…
457Output Tokens…
5,060Reasoning Tokens…
OpenAI: GPT-5.3 Chat
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)2.93sResponse Time (max)3.05sResponse Time (total)8.78sA test is fully passed only if every run passed for that test.…
2.93sResponse Time (avg)…
1,726Output Tokens…
0Reasoning Tokens…
Tool Calling
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)88.68sResponse Time (max)88.68sResponse Time (total)88.68sA test is fully passed only if every run passed for that test.…
88.68sResponse Time (avg)…
222Output Tokens…
5,235Reasoning Tokens…
OpenAI: GPT-5.3 Chat
10.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
10.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
100.0%Attempt pass rate = passed attempts / total attempts across runs.…
0Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
A test is fully passed only if every run passed for that test.No failed answers.Response Time (avg)8.36sResponse Time (max)8.36sResponse Time (total)8.36sA test is fully passed only if every run passed for that test.…