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DeepSeek: DeepSeek V4 Flash vs inclusionAI: Ling-2.6-1T

Last updated at: 2026-05-29

Metric DeepSeek V4 Flash DeepSeek V4 Flash none Release: 2026-04-24 Free Available Ling-2.6-1T Ling-2.6-1T none Release: 2026-04-23
Score 5.1 4.5
Rank #137 #153
Reliability 10.0 N/A
Consistency 8.8 10.0
Tests Correct
Attempt pass rate 31.7% 16.7%
Flaky tests 3 0
Total Runs 60 60
Cost per result 0.198 0.000
Total Cost $0.010 $0.000
Input Price $0.100 / 1M $0.075 / 1M
Output Price $0.200 / 1M $0.625 / 1M
Output Tokens 13,700 2,434
Reasoning Tokens 0 0
Response Time (avg) 27.97s 7.72s
Response Time (max) 111.96s 25.72s
Response Time (total) 559.36s 139.00s

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

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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
DeepSeek V4 Flash 3.0 10.0 0.0% 0 20.18s 174 0
Ling-2.6-1T 3.4 10.0 0.0% 0 6.55s 777 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 4.8 6.0 16.7% 1 24.47s 9,707 0
Ling-2.6-1T 5.5 10.0 0.0% 0 10.57s 381 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 4.5 2.1 66.7% 1 111.96s 2,664 0
Ling-2.6-1T 3.0 10.0 0.0% 0 23.53s 183 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 10.0 10.0 100.0% 0 23.79s 195 0
Ling-2.6-1T 10.0 10.0 100.0% 0 1.37s 285 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 5.3 10.0 33.3% 0 19.73s 18 0
Ling-2.6-1T 3.0 10.0 0.0% 0 1.04s 27 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 4.2 9.9 0.0% 0 23.74s 67 0
Ling-2.6-1T 5.0 10.0 0.0% 0 20.34s 140 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 6.5 10.0 50.0% 0 17.54s 321 0
Ling-2.6-1T 6.4 10.0 50.0% 0 5.36s 81 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 3.1 7.3 11.1% 1 23.72s 207 0
Ling-2.6-1T 3.1 10.0 0.0% 0 5.36s 131 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 10.0 10.0 100.0% 0 77.93s 327 0
Ling-2.6-1T 3.0 10.0 0.0% 0 25.72s 429 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
DeepSeek V4 Flash 3.0 10.0 0.0% 0 3.07s 20 0
Ling-2.6-1T 0.0 0.0 0.0% 0 0ms 0 0

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