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Compared models

Last updated at: 2026-06-02

Metric Nemotron 3 Super Nemotron 3 Super medium Release: 2026-03-11 Free Available Qwen3.5-122B-A10B Qwen3.5-122B-A10B medium Release: 2026-02-24 Elephant Alpha Elephant Alpha medium Release: 2026-04-14 gpt-oss-120b gpt-oss-120b medium Release: 2025-08-05 Free Available
Score 5.9 7.7 5.4 5.9
Rank #102 #41 #128 #103
Reliability 10.0 10.0 N/A 10.0
Consistency 9.2 8.8 9.6 7.9
Tests Correct
Attempt pass rate 43.3% 71.7% 33.3% 50.0%
Flaky tests 2 3 1 5
Total Runs 60 60 60 60
Cost per result 0.004 5.031 0.000 0.151
Total Cost $0.019 $0.509 $0.000 $0.012
Input Price $0.090 / 1M $0.260 / 1M $0.000 / 1M $0.000 / 1M
Output Price $0.450 / 1M $2.080 / 1M $0.000 / 1M $0.000 / 1M
Total Input Tokens 36,614 38,997 33,744 36,355
Output Tokens 14,505 26,166 2,596 17,495
Reasoning Tokens 30,178 213,524 0 46,878
Response Time (avg) 20.87s 39.40s 1.27s 22.41s
Response Time (max) 87.80s 168.16s 3.70s 68.16s
Response Time (total) 375.66s 788.00s 22.82s 291.35s

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
Nemotron 3 Super 8.3 10.0 75.0% 0 7.85s 686 748 1,305
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.75s 672 269 16,835
Elephant Alpha 6.6 10.0 50.0% 0 1.19s 726 815 0
gpt-oss-120b 6.7 9.9 50.0% 0 10.21s 1,314 3,518 2,177
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 3.1 9.9 0.0% 0 62.38s 1,362 452 848
Qwen3.5-122B-A10B 4.1 5.8 33.3% 1 119.57s 4,795 8,036 45,074
Elephant Alpha 4.0 6.7 16.7% 1 1.30s 813 365 0
gpt-oss-120b 3.9 5.6 33.3% 1 47.24s 5,053 847 8,618
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 10.0 10.0 100.0% 0 87.80s 15,561 2,021 9,996
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 107.79s 14,947 483 11,337
Elephant Alpha 3.0 10.0 0.0% 0 3.70s 14,046 562 0
gpt-oss-120b 10.0 10.0 100.0% 0 31.18s 11,535 694 5,072
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 10.0 10.0 100.0% 0 18.16s 7,944 877 2,607
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 23.41s 7,782 270 16,558
Elephant Alpha 6.5 10.0 50.0% 0 979ms 8,004 246 0
gpt-oss-120b 6.4 5.9 66.7% 1 1.98s 7,476 241 1,114
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 2.9 4.4 22.2% 2 16.19s 456 5,255 6,072
Qwen3.5-122B-A10B 2.9 7.2 11.1% 1 63.40s 771 15,537 64,889
Elephant Alpha 3.0 10.0 0.0% 0 925ms 810 24 0
gpt-oss-120b 2.9 4.4 22.2% 2 50.92s 1,266 6,784 20,606
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 4.1 10.0 0.0% 0 6.91s 492 105 363
Qwen3.5-122B-A10B 3.4 2.2 33.3% 1 34.11s 344 66 7,592
Elephant Alpha 4.3 10.0 0.0% 0 920ms 540 105 0
gpt-oss-120b 4.3 10.0 0.0% 0 7.90s 659 107 387
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 7.3 10.0 50.0% 0 6.97s 723 956 2,383
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 9.88s 593 77 7,372
Elephant Alpha 9.8 10.0 100.0% 0 987ms 732 82 0
gpt-oss-120b 9.9 10.0 100.0% 0 7.63s 1,036 126 1,799
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 3.0 10.0 0.0% 0 3.15s 708 570 1,322
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 17.89s 696 284 27,575
Elephant Alpha 5.3 10.0 33.3% 0 868ms 729 166 0
gpt-oss-120b 5.3 7.2 44.4% 1 21.71s 1,190 1,790 2,264
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 10.0 10.0 100.0% 0 39.75s 8,544 270 1,969
Qwen3.5-122B-A10B 10.0 10.0 100.0% 0 4.60s 8,193 322 1,226
Elephant Alpha 3.0 10.0 0.0% 0 2.83s 7,344 231 0
gpt-oss-120b 9.8 10.0 100.0% 0 6.91s 6,514 287 1,083
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Nemotron 3 Super 3.0 10.0 0.0% 0 55.32s 138 3,251 3,313
Qwen3.5-122B-A10B 3.0 10.0 0.0% 0 52.87s 204 822 15,066
Elephant Alpha 0.0 0.0 0.0% 0 0ms 0 0 0
gpt-oss-120b 3.0 10.0 0.0% 0 26.51s 312 3,101 3,758

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