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ByteDance Seed: Seed-2.0-Lite vs Z.ai: GLM 5.1

Last updated at: 2026-05-22

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 GLM 5.1 GLM 5.1 none Release: 2026-04-07
Score 5.9 5.6
Rank #99 #113
Reliability 10.0 10.0
Consistency 7.9 8.1
Tests Correct
Attempt pass rate 50.0% 40.0%
Flaky tests 5 5
Total Runs 60 60
Cost per result 0.216 0.941
Total Cost $0.018 $0.057
Input Price $0.250 / 1M $0.980 / 1M
Output Price $2.000 / 1M $3.080 / 1M
Output Tokens 3,164 3,749
Reasoning Tokens 0 0
Response Time (avg) 2.44s 4.16s
Response Time (max) 6.70s 32.57s
Response Time (total) 48.71s 83.23s

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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-Lite 3.0 5.9 16.7% 2 2.43s 709 0
GLM 5.1 4.0 6.3 25.0% 2 2.11s 305 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 6.8 9.9 50.0% 0 2.95s 404 0
GLM 5.1 4.3 9.5 0.0% 0 6.33s 519 0
Combined 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 6.59s 498 0
GLM 5.1 2.8 2.1 33.3% 1 32.57s 2,129 0
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 1.82s 246 0
GLM 5.1 10.0 10.0 100.0% 0 1.08s 204 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 3.6 7.2 22.2% 1 1.33s 17 0
GLM 5.1 2.9 7.2 11.1% 1 1.99s 24 0
General Intelligence 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 3.45s 294 0
GLM 5.1 5.0 10.0 0.0% 0 790ms 39 0
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 1.06s 73 0
GLM 5.1 9.8 10.0 100.0% 0 1.58s 66 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Seed-2.0-Lite 5.2 4.4 55.6% 2 2.46s 620 0
GLM 5.1 6.1 7.8 44.4% 1 1.48s 152 0
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 3.94s 292 0
GLM 5.1 10.0 10.0 100.0% 0 10.68s 300 0
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 1.96s 11 0
GLM 5.1 3.0 10.0 0.0% 0 2.34s 11 0

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