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ByteDance Seed: Seed-2.0-Lite vs Z.ai: GLM 4.7 Flash

Last updated at: 2026-05-19

Metric Seed-2.0-Lite Seed-2.0-Lite none Release: 2026-02-14 GLM 4.7 Flash GLM 4.7 Flash none Release: 2026-01-19
Score 6.0 5.8
Rank #93 #104
Reliability 10.0 10.0
Consistency 7.8 8.7
Tests Correct
Attempt pass rate 52.6% 40.4%
Flaky tests 5 3
Total Runs 57 57
Cost per result 0.202 0.049
Total Cost $0.017 $0.003
Input Price $0.250 / 1M $0.060 / 1M
Output Price $2.000 / 1M $0.400 / 1M
Output Tokens 3,140 2,498
Reasoning Tokens 0 0
Response Time (avg) 2.50s 3.13s
Response Time (max) 6.70s 7.05s
Response Time (total) 47.42s 37.60s

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 3.0 5.9 16.7% 2 2.43s 709 0
GLM 4.7 Flash 5.2 7.9 41.7% 1 5.51s 438 0
Coding 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 4.61s 380 0
GLM 4.7 Flash 6.4 9.9 0.0% 0 5.57s 626 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 4.7 Flash 3.0 10.0 0.0% 0 3.22s 704 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 4.7 Flash 7.3 5.8 83.3% 1 4.82s 196 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 4.7 Flash 7.7 10.0 66.7% 0 744ms 19 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 4.7 Flash 4.0 10.0 0.0% 0 1.59s 134 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 4.7 Flash 6.5 10.0 50.0% 0 888ms 62 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 4.7 Flash 6.4 10.0 33.3% 0 1.00s 98 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 4.7 Flash 2.8 1.6 33.3% 1 7.05s 212 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 4.7 Flash 3.0 10.0 0.0% 0 692ms 9 0

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