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

Last updated at: 2026-05-22

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10
Score 8.1 7.2
Rank #21 #61
Reliability 10.0 9.9
Consistency 8.9 8.7
Tests Correct
Attempt pass rate 75.0% 66.7%
Flaky tests 3 3
Total Runs 60 60
Cost per result 1.170 0.000
Total Cost $0.153 $0.000
Input Price $0.250 / 1M $0.075 / 1M
Output Price $2.000 / 1M $0.625 / 1M
Output Tokens 3,282 21,752
Reasoning Tokens 67,287 42,754
Response Time (avg) 36.79s 61.29s
Response Time (max) 168.71s 304.19s
Response Time (total) 735.86s 1164.50s

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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-Lite 8.3 10.0 75.0% 0 17.99s 996 7,142
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-Lite 7.0 9.7 50.0% 0 107.65s 452 20,524
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-Lite 10.0 10.0 100.0% 0 37.67s 506 4,299
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-Lite 10.0 10.0 100.0% 0 9.07s 246 1,742
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-Lite 5.9 7.2 55.6% 1 88.74s 15 23,897
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-Lite 6.7 3.6 66.7% 1 18.25s 304 1,620
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-Lite 10.0 10.0 100.0% 0 7.26s 71 1,480
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-Lite 9.0 7.9 88.9% 1 11.03s 461 3,532
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-Lite 10.0 10.0 100.0% 0 12.38s 222 1,011
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-Lite 3.0 10.0 0.0% 0 48.32s 9 2,040
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416

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