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ByteDance Seed: Seed-2.0-Mini vs inclusionAI: Ring-2.6-1T

Last updated at: 2026-05-29

Metric Seed-2.0-Mini Seed-2.0-Mini medium Release: 2026-02-14 Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 7.1 7.2
Rank #75 #69
Reliability 10.0 10.0
Consistency 9.2 8.7
Tests Correct
Attempt pass rate 60.0% 66.7%
Flaky tests 2 3
Total Runs 60 60
Cost per result 0.397 0.000
Total Cost $0.044 $0.000
Input Price $0.100 / 1M $0.075 / 1M
Output Price $0.400 / 1M $0.625 / 1M
Output Tokens 2,555 21,752
Reasoning Tokens 95,974 42,754
Response Time (avg) 80.22s 61.29s
Response Time (max) 262.83s 304.19s
Response Time (total) 1363.72s 1164.50s

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Score vs Total Cost

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Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 6.6 10.0 50.0% 0 74.75s 360 9,520
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 3,833 4,891
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 7.1 9.8 50.0% 0 220.48s 464 34,964
Ring-2.6-1T 10.0 10.0 100.0% 0 59.65s 1,369 3,985
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 262.83s 404 29,806
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 324 6,088
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 24.27s 246 2,743
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 0ms 0 0
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 5.1 3.4 33.3% 1 36.65s 213 4,210
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 17.47s 69 2,050
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 266 1,831
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 8.2 7.2 88.9% 1 31.79s 527 5,667
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 10.0 10.0 100.0% 0 88.68s 222 5,235
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 234 1,531
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Mini 3.0 10.0 0.0% 0 56.76s 50 1,779
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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