6.9Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
7.4Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
Consistency
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
9.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
Cost per result
0.280Shows the average cost per correct benchmark answer in cents (lower is better).…
2.440Shows the average cost per correct benchmark answer in cents (lower is better).…
Total Cost
$0.028Total Cost…
$0.269Total Cost…
Tests Correct
A test is fully passed only if every run passed for that test.Timed out: 4Did not follow instructions: 1Wrong answer: 1Response Time (avg)65.09sResponse Time (max)262.83sResponse Time (total)846.14sA 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)7.03sResponse Time (max)38.52sResponse Time (total)112.51sA test is fully passed only if every run passed for that test.…
Attempt pass rate
68.8%Attempt pass rate = passed attempts / total attempts across runs.…
75.0%Attempt pass rate = passed attempts / total attempts across runs.…
Flaky tests
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
2Flaky tests had mixed outcomes across runs (at least one pass and one fail).…
Total Runs
48 (16 x 3)Total Runs…
48 (16 x 3)Total Runs…
Output Tokens
1,965Output Tokens…
15,845Output Tokens…
Reasoning Tokens
58,456Reasoning Tokens…
0Reasoning Tokens…
Response Time (avg)
65.09sResponse Time (avg)…
7.03sResponse Time (avg)…
Response Time (max)
262.83sResponse Time (max)…
38.52sResponse Time (max)…
Response Time (total)
846.14sResponse Time (total)…
112.51sResponse 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-5.2 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)3.97sResponse Time (max)4.78sResponse Time (total)11.90sA test is fully passed only if every run passed for that test.…
3.97sResponse Time (avg)…
1,651Output 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-5.2 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)9.12sResponse Time (max)9.12sResponse Time (total)9.12sA test is fully passed only if every run passed for that test.…
9.12sResponse Time (avg)…
1,243Output 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-5.2 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)3.05sResponse Time (max)3.33sResponse Time (total)6.10sA test is fully passed only if every run passed for that test.…
3.05sResponse Time (avg)…
980Output 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-5.2 Chat
4.0Summarizes 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).…
33.3%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: 2Response Time (avg)17.78sResponse Time (max)38.52sResponse Time (total)53.33sA test is fully passed only if every run passed for that test.…
17.78sResponse Time (avg)…
7,810Output Tokens…
0Reasoning Tokens…
General Intelligence
Score
Consistency
Attempt pass rate
Flaky tests
Tests Correct
Response Time (avg)
Output Tokens
Reasoning Tokens
ByteDance Seed: Seed-2.0-Mini
6.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.4Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
33.3%Attempt pass rate = passed attempts / total attempts across runs.…
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)36.65sResponse Time (max)36.65sResponse Time (total)36.65sA test is fully passed only if every run passed for that test.…
36.65sResponse Time (avg)…
213Output Tokens…
4,210Reasoning Tokens…
OpenAI: GPT-5.2 Chat
4.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
3.0Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
33.3%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)3.20sResponse Time (max)3.20sResponse Time (total)3.20sA test is fully passed only if every run passed for that test.…
3.20sResponse Time (avg)…
335Output 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-5.2 Chat
6.0Summarizes broad quality across our full private benchmark suite, so ranking reflects consistent performance.…
6.1Consistency score reflects run-to-run stability (10 = very consistent, even if consistently wrong).…
83.3%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)5.46sResponse Time (max)6.45sResponse Time (total)10.92sA test is fully passed only if every run passed for that test.…
5.46sResponse Time (avg)…
1,528Output 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-5.2 Chat
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.Wrong answer: 1Response Time (avg)4.42sResponse Time (max)5.04sResponse Time (total)13.27sA test is fully passed only if every run passed for that test.…
4.42sResponse Time (avg)…
1,743Output 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-5.2 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)4.68sResponse Time (max)4.68sResponse Time (total)4.68sA test is fully passed only if every run passed for that test.…