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ByteDance Seed: Seed-2.0-Lite vs Z.ai: GLM 5 Turbo

Last updated at: 2026-03-17

Metric Seed-2.0-Lite Seed-2.0-Lite medium Release: 2026-02-14 GLM 5 Turbo GLM 5 Turbo medium Release: 2026-03-15
Rank #5 #16
Score 8.5 8.0
Consistency 8.8 7.9
Cost per result 0.873 1.509
Total Cost $0.105 $0.166
Tests Correct
Attempt pass rate 82.4% 76.5%
Flaky tests 3 5
Total Runs 51 51
Output Tokens 2,821 11,865
Reasoning Tokens 44,723 35,632
Response Time (avg) 27.78s 17.98s
Response Time (max) 168.71s 194.23s
Response Time (total) 472.24s 305.72s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

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
GLM 5 Turbo 10.0 10.0 100.0% 0 4.82s 362 3,137
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
GLM 5 Turbo 10.0 10.0 100.0% 0 13.88s 390 2,037
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
GLM 5 Turbo 10.0 10.0 100.0% 0 6.19s 577 3,632
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
GLM 5 Turbo 2.9 4.4 22.2% 2 71.07s 9,665 19,279
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
GLM 5 Turbo 6.1 3.1 66.7% 1 10.05s 60 2,216
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
GLM 5 Turbo 10.0 10.0 100.0% 0 5.38s 255 2,183
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
GLM 5 Turbo 7.3 5.8 55.6% 2 5.44s 315 2,702
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
GLM 5 Turbo 10.0 10.0 100.0% 0 9.84s 241 446

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