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inclusionAI: Ring-2.6-1T vs Qwen: Qwen3.5-122B-A10B

Last updated at: 2026-05-28

Metric Ring-2.6-1T Ring-2.6-1T medium Release: 2026-05-10 Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24
Score 7.2 7.7
Rank #66 #41
Reliability 10.0 10.0
Consistency 8.7 8.8
Tests Correct
Attempt pass rate 66.7% 71.7%
Flaky tests 3 3
Total Runs 60 60
Cost per result 0.000 5.031
Total Cost $0.033 $0.509
Input Price $0.075 / 1M $0.260 / 1M
Output Price $0.625 / 1M $2.080 / 1M
Output Tokens 21,752 26,166
Reasoning Tokens 42,754 213,524
Response Time (avg) 61.29s 39.40s
Response Time (max) 304.19s 168.16s
Response Time (total) 1164.50s 788.00s

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Score vs Total Cost

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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
Ring-2.6-1T 10.0 10.0 100.0% 0 42.21s 3,833 4,891
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.75s 269 16,835
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 59.65s 1,369 3,985
Qwen3.5-122B-A10B 4.1 5.8 33.3% 1 119.57s 8,036 45,074
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 304.19s 324 6,088
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 107.79s 483 11,337
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 6.5 10.0 50.0% 0 37.36s 840 1,937
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 23.41s 270 16,558
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.5 4.4 33.3% 2 64.92s 9,744 15,013
Qwen3.5-122B-A10B 2.9 7.2 11.1% 1 63.40s 15,537 64,889
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 4.1 10.0 0.0% 0 58.26s 150 583
Qwen3.5-122B-A10B 3.4 2.2 33.3% 1 34.11s 66 7,592
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 11.78s 266 1,831
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.88s 77 7,372
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 5.9 7.2 55.6% 1 20.73s 697 2,479
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 17.89s 284 27,575
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 10.0 10.0 100.0% 0 104.44s 234 1,531
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 4.60s 322 1,226
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 113.91s 4,295 4,416
Qwen3.5-122B-A10B 3.0 10.0 0.0% 0 52.87s 822 15,066

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