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inclusionAI: Ring-2.6-1T vs NVIDIA: Nemotron 3 Super

Summary

Ring-2.6-1T vs Nemotron 3 Super benchmark comparison: Ring-2.6-1T leads on average score with 6.2 vs 5.8. Nemotron 3 Super has the lower benchmark cost at $0.021 vs $0.026. Nemotron 3 Super is faster at 32.00s vs 55.10s, with pass rates of 47.6% vs 41.3%.

Recommended model: Nemotron 3 Super - Its score stays close to the best score here (5.8 vs 6.2), while responding about 1.7x faster than Ring-2.6-1T.

Last updated at: 2026-06-04

Metric Ring-2.6-1T Ring-2.6-1T none Release: 2026-05-10 Nemotron 3 Super Nemotron 3 Super medium Release: 2026-03-11 Free Available
Score 6.2 5.8
Rank #96 #105
Reliability 10.0 10.0
Consistency 9.3 9.2
Tests Correct
Attempt pass rate 47.6% 41.3%
Flaky tests 2 2
Total Runs 63 63
Cost per result 0.000 0.004
Total Cost $0.026 $0.021
Input Price $0.075 / 1M $0.090 / 1M
Output Price $0.625 / 1M $0.450 / 1M
Total Input Tokens 7,599 37,527
Output Tokens 39,954 14,850
Reasoning Tokens 0 33,754
Response Time (avg) 55.10s 32.00s
Response Time (max) 143.82s 232.25s
Response Time (total) 881.55s 607.91s

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) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.2 8.4 91.7% 1 43.33s 810 5,575 0
Nemotron 3 Super 8.3 10.0 75.0% 0 7.85s 686 748 1,305
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 10.0 33.3% 0 143.82s 834 5,036 0
Nemotron 3 Super 3.1 10.0 0.0% 0 147.32s 2,275 797 4,424
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Nemotron 3 Super 10.0 10.0 100.0% 0 87.80s 15,561 2,021 9,996
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 45.87s 2,712 1,529 0
Nemotron 3 Super 10.0 10.0 100.0% 0 18.16s 7,944 877 2,607
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 5.3 7.2 44.4% 1 73.40s 873 17,728 0
Nemotron 3 Super 2.9 4.4 22.2% 2 16.19s 456 5,255 6,072
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 4.3 10.0 0.0% 0 15.63s 561 846 0
Nemotron 3 Super 4.1 10.0 0.0% 0 6.91s 492 105 363
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 9.8 10.0 100.0% 0 27.36s 774 2,004 0
Nemotron 3 Super 7.3 10.0 50.0% 0 6.97s 723 956 2,383
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 7.7 10.0 66.7% 0 31.47s 792 3,469 0
Nemotron 3 Super 3.0 10.0 0.0% 0 3.15s 708 570 1,322
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Nemotron 3 Super 10.0 10.0 100.0% 0 39.75s 8,544 270 1,969
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Ring-2.6-1T 3.0 10.0 0.0% 0 133.60s 243 3,767 0
Nemotron 3 Super 3.0 10.0 0.0% 0 55.32s 138 3,251 3,313

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