MLX Model Test Report

Generated 2026-05-02 18:27 · AFM MLX Backend · v0.9.12-a589c50

mlx-model-test.sh --model mlx-community/Qwen3.5-35B-A3B-4bit --prompts Scripts/test-llm-comprehensive.txt

Test Runs
190
Passed
190
Failed
0
Best tok/s
122.1
Fastest
mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase

Performance Ranking (by tokens/sec)

Click a row to jump to its full response below.

# Test Model / Config Status Temp Load (s) Tokens Gen (s) Tokens/sec Prompt
1 102 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase stop-long-phrase OK 0.0 2.0 1143 9.36
122.1
Write a 3-paragraph essay about renewable energy. Start the ...
2 78 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline stop-double-newline OK 0.0 1.0 742 7.43
99.9
Write a short paragraph about the ocean. Then write a second...
3 82 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period stop-period OK 0.0 1.0 741 7.56
98.0
Tell me about the sun in three sentences.
4 77 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline stop-double-newline OK 0.0 1.0 817 8.39
97.3
Name three primary colors and explain why they matter in des...
5 107 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate stop-immediate OK 0.0 1.0 817 8.45
96.7
Name three primary colors and explain why they matter in des...
6 109 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars stop-special-chars OK 0.0 1.0 824 8.54
96.5
Name three primary colors and explain why they matter in des...
7 158 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 1.0 762 7.93
96.2
What is the weather in Paris in celsius?
8 30 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 eli5 OK 0.7 1.0 1270 13.24
95.9
Tell me about quantum computing.
9 2 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy greedy OK 0.0 11.0 546 5.69
95.9
Explain why the sky is blue in exactly 3 bullet points.
10 161 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 0.0 1.0 1217 12.69
95.9
What is the weather in London and what time is it in Tokyo?
11 26 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate pirate OK 0.7 1.0 1337 13.95
95.9
Tell me about quantum computing.
12 75 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline stop-newline OK 0.0 2.0 817 8.53
95.7
Name three primary colors and explain why they matter in des...
13 170 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 1.0 587 6.14
95.6
What is the weather in Chicago?
14 130 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json response-format-json OK 0.0 1.0 1305 13.66
95.6
Return a JSON object with keys "language", "year_created", a...
15 58 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv small-kv
--max-kv-size 2048
OK 0.7 1.0 1026 10.74
95.5
Summarize the key ideas of machine learning in a few paragra...
16 4 mlx-community/Qwen3.5-35B-A3B-4bit @ default default OK 0.7 6.0 689 7.21
95.5
Explain why the sky is blue in exactly 3 bullet points.
17 155 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 0.0 1.0 449 4.71
95.4
What is the weather in Tokyo?
18 136 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal think-normal OK 0.0 2.0 833 8.73
95.4
Solve step by step: If a train travels at 60 mph for 2.5 hou...
19 172 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none tool-call-none OK 0.0 1.0 470 4.93
95.4
What is the current temperature in Berlin?
20 115 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max stop-four-max OK 0.0 1.0 818 8.58
95.4
Name three primary colors and explain why they matter in des...
21 138 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw think-raw
--raw
OK 0.0 2.0 833 8.74
95.4
Solve step by step: If a train travels at 60 mph for 2.5 hou...
22 6 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp high-temp OK 1.5 2.0 1264 13.27
95.3
Explain why the sky is blue in exactly 3 bullet points.
23 34 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list numbered-list OK 0.0 1.0 489 5.14
95.2
List exactly 5 animals, one per line, numbered 1-5. No other...
24 28 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist scientist OK 0.3 2.0 2589 27.2
95.2
Tell me about quantum computing.
25 81 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period stop-period OK 0.0 1.0 831 8.73
95.1
Name three primary colors and explain why they matter in des...
26 54 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output long-output OK 0.7 1.0 1994 20.96
95.1
Write a detailed recipe for chocolate chip cookies with ingr...
27 12 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p min-p
--min-p 0.05
OK 0.8 2.0 1482 15.59
95.0
Explain why the sky is blue in exactly 3 bullet points.
28 60 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized kv-quantized
--kv-bits 4
OK 0.7 1.0 1096 11.54
95.0
Summarize the key ideas of machine learning in a few paragra...
29 150 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose verbose
--verbose
OK 0.7 2.0 377 3.97
95.0
Hello, how are you?
30 50 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 0.0 1.0 323 3.4
95.0
Write a unit test for the timeout feature you just described...
31 144 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 938 9.89
94.8
max_completion_tokens: 100
32 145 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 2355 24.84
94.8
Explain the causes and consequences of the French Revolution...
33 148 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 0.0 2.0 390 4.11
94.8
Write a Python function that reverses a string.
34 152 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose very-verbose
--very-verbose
OK 0.7 2.0 364 3.84
94.8
Hello, how are you?
35 132 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema response-format-schema OK 0.0 1.0 1582 16.7
94.7
Generate a fictional person profile.
36 32 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output json-output OK 0.0 1.0 384 4.06
94.6
Respond with a valid JSON object containing keys "name", "ag...
37 70 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode raw-mode
--raw
OK 0.7 2.0 1967 20.81
94.5
Think step by step: what is 17 * 23?
38 164 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 0.0 1.0 458 4.85
94.5
Search recursively for all Swift files under Sources/ with a...
39 180 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual multilingual OK 0.3 1.0 900 9.54
94.3
Translate "Hello, how are you?" into French, Spanish, Japane...
40 108 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate stop-immediate OK 0.0 1.0 666 7.07
94.2
Explain what gravity is.
41 176 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt long-prompt OK 0.0 1.0 831 8.84
94.0
Repeat after me exactly: The quick brown fox jumps over the ...
42 18 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 0.7 1.0 4096 43.59
94.0
Write a limerick about a cat.
43 147 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 0.0 2.0 4096 43.7
93.7
developer: You are a helpful coding assistant. Only respond ...
44 186 mlx-community/Qwen3.5-35B-A3B-4bit @ math math OK 0.0 2.0 1934 20.63
93.7
A store sells notebooks for $3.50 each. If you buy 5 or more...
45 174 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt minimal-prompt OK 0.7 1.0 1115 11.92
93.5
Hi
46 167 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param tool-call-array-param OK 0.0 1.0 279 2.98
93.5
Create three todo items: Buy milk, Call dentist, Fix bug #42...
47 10 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k top-k
--top-k 30
OK 0.8 2.0 916 9.8
93.4
Explain why the sky is blue in exactly 3 bullet points.
48 16 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 0.7 5.0 4096 43.88
93.3
Write a limerick about a cat.
49 188 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form long-form OK 0.7 1.0 3799 40.71
93.3
Write a detailed technical blog post explaining how Mixture-...
50 116 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max stop-four-max OK 0.0 1.0 4096 44.07
93.0
List 10 facts about numbers, alternating between digit forma...
51 27 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist scientist OK 0.3 2.0 3252 35.02
92.8
Name three primary colors and explain why they matter in des...
52 29 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 eli5 OK 0.7 1.0 4096 44.11
92.8
Name three primary colors and explain why they matter in des...
53 120 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered stop-system-numbered OK 0.0 2.0 874 9.42
92.8
What are the main benefits of exercise?
54 68 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming no-streaming
--no-streaming
OK 0.7 2.0 4096 44.17
92.7
Write a short poem about the moon.
55 121 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp stop-high-temp OK 1.0 1.0 1792 19.36
92.5
Name three primary colors and explain why they matter in des...
56 182 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python code-python OK 0.0 1.0 267 2.89
92.5
Write a function that finds all prime numbers up to n using ...
57 190 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format strict-format OK 0.0 2.0 334 3.61
92.5
Output EXACTLY 3 lines. Each line must contain exactly one w...
58 64 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 0.0 1.0 3832 41.46
92.4
Given this architecture, what are the top 3 performance bott...
59 62 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default prefill-default OK 0.0 1.0 3832 41.47
92.4
Given this architecture, what are the top 3 performance bott...
60 100 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key stop-json-object-key OK 0.0 1.0 4096 44.33
92.4
Generate a JSON object with keys "name", "age", and "city" f...
61 134 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text response-format-text OK 0.0 1.0 370 4.01
92.4
Tell me the language Python, what year it was created, and w...
62 66 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 0.0 1.0 3832 41.5
92.3
Given this architecture, what are the top 3 performance bott...
63 140 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 0.7 2.0 4096 44.36
92.3
Write a 4-line poem about the ocean.
64 20 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 0.8 1.0 4096 44.45
92.1
Write a long essay about the history of bread making across ...
65 117 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate stop-system-pirate OK 0.0 1.0 4096 44.47
92.1
Name three primary colors and explain why they matter in des...
66 142 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 0.7 1.0 4096 44.48
92.1
Write a 4-line poem about the ocean.
67 178 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars special-chars OK 0.0 2.0 3774 41.06
91.9
Repeat these characters exactly: <tag> "quotes" 'apostrophes...
68 141 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 0.7 1.0 1444 15.72
91.8
Name three primary colors and explain why they matter in des...
69 56 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs logprobs
--max-logprobs 5
OK 0.0 1.0 145 1.58
91.7
What is 1+1?
70 149 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose verbose
--verbose
OK 0.7 2.0 1732 18.9
91.6
Name three primary colors and explain why they matter in des...
71 179 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual multilingual OK 0.3 1.0 1278 13.95
91.6
Name three primary colors and explain why they matter in des...
72 106 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match stop-no-match OK 0.0 1.0 256 2.79
91.6
Explain the difference between TCP and UDP in a few sentence...
73 11 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p min-p
--min-p 0.05
OK 0.8 2.0 2603 28.42
91.6
Name three primary colors and explain why they matter in des...
74 125 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 stop-seed-run2 OK 0.7 1.0 1135 12.4
91.5
Name three primary colors and explain why they matter in des...
75 3 mlx-community/Qwen3.5-35B-A3B-4bit @ default default OK 0.7 6.0 1520 16.63
91.4
Name three primary colors and explain why they matter in des...
76 173 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt minimal-prompt OK 0.7 1.0 1461 15.99
91.4
Name three primary colors and explain why they matter in des...
77 17 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 0.7 1.0 1135 12.43
91.3
Name three primary colors and explain why they matter in des...
78 25 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate pirate OK 0.7 1.0 991 10.86
91.2
Name three primary colors and explain why they matter in des...
79 69 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode raw-mode
--raw
OK 0.7 2.0 2258 24.76
91.2
Name three primary colors and explain why they matter in des...
80 59 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized kv-quantized
--kv-bits 4
OK 0.7 1.0 1023 11.22
91.2
Name three primary colors and explain why they matter in des...
81 123 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 stop-seed-run1 OK 0.7 1.0 1135 12.45
91.2
Name three primary colors and explain why they matter in des...
82 65 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 0.0 1.0 1584 17.38
91.2
Name three primary colors and explain why they matter in des...
83 33 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list numbered-list OK 0.0 1.0 810 8.91
90.9
Name three primary colors and explain why they matter in des...
84 154 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 0.0 1.0 330 3.63
90.9
tools: [{"type":"function","function":{"name":"get_weather",...
85 31 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output json-output OK 0.0 1.0 810 8.91
90.9
Name three primary colors and explain why they matter in des...
86 177 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars special-chars OK 0.0 2.0 810 8.92
90.8
Name three primary colors and explain why they matter in des...
87 55 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs logprobs
--max-logprobs 5
OK 0.0 1.0 810 8.92
90.8
Name three primary colors and explain why they matter in des...
88 159 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 0.0 1.0 810 8.93
90.7
Name three primary colors and explain why they matter in des...
89 53 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output long-output OK 0.7 1.0 874 9.64
90.7
Name three primary colors and explain why they matter in des...
90 61 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default prefill-default OK 0.0 1.0 1584 17.49
90.6
Name three primary colors and explain why they matter in des...
91 48 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 0.0 1.0 126 1.39
90.5
Now add a --timeout flag to the CLI that sets a request time...
92 153 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 0.0 1.0 810 8.95
90.5
Name three primary colors and explain why they matter in des...
93 8 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p top-p
--top-p 0.9
OK 0.8 2.0 1334 14.74
90.5
Explain why the sky is blue in exactly 3 bullet points.
94 165 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param tool-call-array-param OK 0.0 1.0 810 8.95
90.5
Name three primary colors and explain why they matter in des...
95 168 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 1.0 810 8.96
90.4
Name three primary colors and explain why they matter in des...
96 151 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose very-verbose
--very-verbose
OK 0.7 2.0 840 9.3
90.3
Name three primary colors and explain why they matter in des...
97 163 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 0.0 1.0 338 3.74
90.3
tools: [{"type":"function","function":{"name":"search_files"...
98 19 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 0.8 1.0 1015 11.24
90.3
Name three primary colors and explain why they matter in des...
99 171 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none tool-call-none OK 0.0 1.0 810 8.97
90.3
Name three primary colors and explain why they matter in des...
100 175 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt long-prompt OK 0.0 1.0 810 8.97
90.3
Name three primary colors and explain why they matter in des...
101 9 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k top-k
--top-k 30
OK 0.8 2.0 1551 17.19
90.2
Name three primary colors and explain why they matter in des...
102 162 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 0.0 1.0 810 8.98
90.2
Name three primary colors and explain why they matter in des...
103 139 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 0.7 2.0 1444 16.01
90.2
Name three primary colors and explain why they matter in des...
104 129 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json response-format-json OK 0.0 1.0 810 9.0
90.0
Name three primary colors and explain why they matter in des...
105 57 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv small-kv
--max-kv-size 2048
OK 0.7 1.0 911 10.12
90.0
Name three primary colors and explain why they matter in des...
106 156 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 1.0 810 9.0
90.0
Name three primary colors and explain why they matter in des...
107 14 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 0.8 2.0 723 8.04
89.9
Explain why the sky is blue in exactly 3 bullet points.
108 166 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param tool-call-array-param OK 0.0 1.0 270 3.0
89.9
tools: [{"type":"function","function":{"name":"todowrite","d...
109 79 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word stop-word OK 0.0 1.0 810 9.01
89.9
Name three primary colors and explain why they matter in des...
110 63 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 0.0 1.0 1584 17.63
89.8
Name three primary colors and explain why they matter in des...
111 15 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 0.7 5.0 1135 12.65
89.7
Name three primary colors and explain why they matter in des...
112 5 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp high-temp OK 1.5 2.0 1137 12.69
89.6
Name three primary colors and explain why they matter in des...
113 86 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 0.0 1.0 83 0.93
89.5
Write a bash script that prints the current date inside a co...
114 91 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 0.0 1.0 810 9.07
89.3
Name three primary colors and explain why they matter in des...
115 103 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word stop-multi-word OK 0.0 1.0 810 9.07
89.3
Name three primary colors and explain why they matter in des...
116 89 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 0.0 1.0 810 9.09
89.1
Name three primary colors and explain why they matter in des...
117 99 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key stop-json-object-key OK 0.0 1.0 851 9.57
89.0
Name three primary colors and explain why they matter in des...
118 119 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered stop-system-numbered OK 0.0 2.0 1289 14.54
88.6
Name three primary colors and explain why they matter in des...
119 133 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text response-format-text OK 0.0 1.0 810 9.16
88.5
Name three primary colors and explain why they matter in des...
120 7 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p top-p
--top-p 0.9
OK 0.8 2.0 2084 23.58
88.4
Name three primary colors and explain why they matter in des...
121 131 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema response-format-schema OK 0.0 1.0 810 9.17
88.3
Name three primary colors and explain why they matter in des...
122 157 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 0.0 1.0 330 3.74
88.3
tools: [{"type":"function","function":{"name":"get_weather",...
123 137 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw think-raw
--raw
OK 0.0 2.0 810 9.18
88.3
Name three primary colors and explain why they matter in des...
124 101 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase stop-long-phrase OK 0.0 2.0 810 9.2
88.0
Name three primary colors and explain why they matter in des...
125 160 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 0.0 1.0 287 3.26
88.0
tools: [{"type":"function","function":{"name":"get_weather",...
126 135 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal think-normal OK 0.0 2.0 810 9.21
88.0
Name three primary colors and explain why they matter in des...
127 87 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 0.0 1.0 810 9.22
87.9
Name three primary colors and explain why they matter in des...
128 185 mlx-community/Qwen3.5-35B-A3B-4bit @ math math OK 0.0 2.0 810 9.24
87.7
Name three primary colors and explain why they matter in des...
129 73 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi stop-multi OK 0.0 2.0 810 9.24
87.6
Name three primary colors and explain why they matter in des...
130 146 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 0.0 2.0 810 9.25
87.6
Name three primary colors and explain why they matter in des...
131 71 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single stop-single OK 0.0 2.0 810 9.25
87.6
Name three primary colors and explain why they matter in des...
132 1 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy greedy OK 0.0 11.0 810 9.27
87.4
Name three primary colors and explain why they matter in des...
133 83 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 0.0 1.0 810 9.27
87.3
Name three primary colors and explain why they matter in des...
134 189 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format strict-format OK 0.0 2.0 810 9.29
87.2
Name three primary colors and explain why they matter in des...
135 67 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming no-streaming
--no-streaming
OK 0.7 2.0 933 10.72
87.0
Name three primary colors and explain why they matter in des...
136 111 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag stop-html-tag OK 0.0 2.0 810 9.31
87.0
Name three primary colors and explain why they matter in des...
137 128 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens stop-low-max-tokens OK 0.0 1.0 100 1.15
86.9
List 10 mountains, numbered 1 through 10, one per line.
138 113 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode stop-unicode OK 0.0 1.0 810 9.36
86.5
Name three primary colors and explain why they matter in des...
139 85 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 0.0 1.0 810 9.36
86.5
Name three primary colors and explain why they matter in des...
140 143 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 0.0 2.0 810 9.38
86.4
Name three primary colors and explain why they matter in des...
141 80 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word stop-word OK 0.0 1.0 1560 18.07
86.3
Name 5 programming languages and briefly describe each one.
142 169 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param tool-call-nullable-param OK 0.0 1.0 191 2.22
86.0
tools: [{"type":"function","function":{"name":"get_weather",...
143 13 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 0.8 2.0 1416 16.47
86.0
Name three primary colors and explain why they matter in des...
144 187 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form long-form OK 0.7 1.0 555 6.49
85.5
Name three primary colors and explain why they matter in des...
145 74 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi stop-multi OK 0.0 2.0 253 3.0
84.5
Write a Python hello world program in a code block, then wri...
146 46 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 0.0 1.0 59 0.7
84.1
Read the file Sources/MacLocalAPI/main.swift and explain wha...
147 110 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars stop-special-chars OK 0.0 1.0 558 6.75
82.7
List 3 facts about the moon. Use **bold** markdown for empha...
148 52 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output short-output OK 0.7 1.0 50 0.61
82.6
Describe the entire history of Rome.
149 114 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode stop-unicode OK 0.0 1.0 341 4.15
82.2
List 5 items about space using bullet points (•).
150 76 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline stop-newline OK 0.0 2.0 173 2.12
81.5
What is the capital of France? Answer in one sentence.
151 118 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate stop-system-pirate OK 0.0 1.0 685 8.54
80.2
Tell me about treasure hunting on the high seas.
152 44 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 0.0 1.0 149 1.92
77.5
Write a unit test for the timeout feature you just described...
153 104 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word stop-multi-word OK 0.0 1.0 374 4.89
76.4
Write a 5-step recipe for making tea. Label each step as "St...
154 22 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 0.8 1.0 3626 47.84
75.8
Write a long essay about the history of bread making across ...
155 105 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match stop-no-match OK 0.0 1.0 256 3.4
75.3
Name three primary colors and explain why they matter in des...
156 24 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 0.8 1.0 4084 54.54
74.9
Write a long essay about the history of bread making across ...
157 23 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 0.8 1.0 811 11.1
73.1
Name three primary colors and explain why they matter in des...
158 21 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 0.8 1.0 909 12.47
72.9
Name three primary colors and explain why they matter in des...
159 45 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 0.0 1.0 256 3.52
72.7
Name three primary colors and explain why they matter in des...
160 47 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 0.0 1.0 256 3.53
72.6
Name three primary colors and explain why they matter in des...
161 39 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 0.0 2.0 256 3.53
72.5
Name three primary colors and explain why they matter in des...
162 49 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 0.0 1.0 256 3.54
72.3
Name three primary colors and explain why they matter in des...
163 41 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 0.0 1.0 256 3.54
72.3
Name three primary colors and explain why they matter in des...
164 43 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 0.0 1.0 256 3.55
72.2
Name three primary colors and explain why they matter in des...
165 92 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 0.0 1.0 1411 19.7
71.6
List 10 planets or celestial objects, numbered 1 through 10,...
166 90 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 0.0 1.0 234 3.29
71.1
List 10 cities, numbered 1 through 10, one per line.
167 42 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 0.0 1.0 103 1.48
69.8
Now add a --timeout flag to the CLI that sets a request time...
168 126 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 stop-seed-run2 OK 0.7 1.0 329 4.72
69.7
List 10 flowers, numbered 1 through 10, one per line.
169 124 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 stop-seed-run1 OK 0.7 1.0 329 4.73
69.6
List 10 flowers, numbered 1 through 10, one per line.
170 88 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 0.0 1.0 245 3.56
68.9
List 10 countries, numbered 1 through 10, one per line.
171 112 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag stop-html-tag OK 0.0 2.0 239 3.51
68.0
Write an HTML unordered list of 5 fruits using <ul> and <li>...
172 72 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single stop-single OK 0.0 2.0 199 3.04
65.4
List 10 fruits, numbered 1-10, one per line.
173 122 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp stop-high-temp OK 1.0 1.0 278 4.34
64.1
List 10 random words, numbered 1 through 10, one per line.
174 84 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 0.0 1.0 209 3.27
63.9
List 10 types of cheese, numbered 1 through 10, one per line...
175 40 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 0.0 2.0 67 1.09
61.7
Read the file Sources/MacLocalAPI/main.swift and explain wha...
176 184 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift code-swift OK 0.0 2.0 32768 532.31
61.6
Write a Swift async function that fetches JSON from a URL us...
177 183 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift code-swift OK 0.0 2.0 32768 534.11
61.4
Name three primary colors and explain why they matter in des...
178 181 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python code-python OK 0.0 1.0 32768 536.37
61.1
Name three primary colors and explain why they matter in des...
179 127 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens stop-low-max-tokens OK 0.0 1.0 100 1.65
60.5
Name three primary colors and explain why they matter in des...
180 38 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested guided-json-nested
--guided-json '{"type":"object","properties":{"city":{"type":"string"},"population":{"type":"integer"},"landmarks":{"type":"array","items":{"type":"string"}}},"required":["city","population","landmarks"]}'
OK 0.0 1.0 34 0.63
53.8
Describe Tokyo as a structured record with at least 3 landma...
181 51 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output short-output OK 0.7 1.0 50 1.13
44.4
Name three primary colors and explain why they matter in des...
182 36 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 0.0 1.0 10 0.34
29.6
Generate a person record.
183 37 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested guided-json-nested
--guided-json '{"type":"object","properties":{"city":{"type":"string"},"population":{"type":"integer"},"landmarks":{"type":"array","items":{"type":"string"}}},"required":["city","population","landmarks"]}'
OK 0.0 1.0 26 1.04
24.9
Name three primary colors and explain why they matter in des...
184 98 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 0.0 1.0 7 0.38
18.3
Describe the color blue with its hex code.
185 35 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple guided-json-simple
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"}},"required":["name","age"]}'
OK 0.0 1.0 13 0.88
14.8
Name three primary colors and explain why they matter in des...
186 97 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace stop-guided-json-brace
--guided-json '{"type":"object","properties":{"color":{"type":"string"},"hex":{"type":"string"}},"required":["color","hex"]}'
OK 0.0 1.0 15 1.16
13.0
Name three primary colors and explain why they matter in des...
187 93 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 0.0 1.0 12 0.98
12.2
Name three primary colors and explain why they matter in des...
188 94 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value stop-guided-json-value
--guided-json '{"type":"object","properties":{"cities":{"type":"array","items":{"type":"string"}}},"required":["cities"]}'
OK 0.0 1.0 3 0.29
10.4
List 5 major world cities as a JSON array. Include Tokyo.
189 96 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma stop-guided-json-comma
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"},"city":{"type":"string"}},"required":["name","age","city"]}'
OK 0.0 1.0 3 0.33
9.2
Generate a person profile for someone named Alice who is 30 ...
190 95 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma stop-guided-json-comma
--guided-json '{"type":"object","properties":{"name":{"type":"string"},"age":{"type":"integer"},"city":{"type":"string"}},"required":["name","age","city"]}'
OK 0.0 1.0 3 0.9
3.3
Name three primary colors and explain why they matter in des...

Full Responses

#102 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase 1143 tokens · 122.1 tok/s

#78 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline 742 tokens · 99.9 tok/s

#82 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period 741 tokens · 98.0 tok/s

#77 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline 817 tokens · 97.3 tok/s

#107 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate 817 tokens · 96.7 tok/s

#109 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars 824 tokens · 96.5 tok/s

#158 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 762 tokens · 96.2 tok/s

#30 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 1270 tokens · 95.9 tok/s

#2 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy 546 tokens · 95.9 tok/s

#161 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 1217 tokens · 95.9 tok/s

#26 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate 1337 tokens · 95.9 tok/s

#75 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline 817 tokens · 95.7 tok/s

#170 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param 587 tokens · 95.6 tok/s

#130 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json 1305 tokens · 95.6 tok/s

#58 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv 1026 tokens · 95.5 tok/s

#4 mlx-community/Qwen3.5-35B-A3B-4bit @ default 689 tokens · 95.5 tok/s

#155 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 449 tokens · 95.4 tok/s

#136 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal 833 tokens · 95.4 tok/s

#172 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none 470 tokens · 95.4 tok/s

#115 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max 818 tokens · 95.4 tok/s

#138 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw 833 tokens · 95.4 tok/s

#6 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp 1264 tokens · 95.3 tok/s

#34 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list 489 tokens · 95.2 tok/s

#28 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist 2589 tokens · 95.2 tok/s

#81 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period 831 tokens · 95.1 tok/s

#54 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output 1994 tokens · 95.1 tok/s

#12 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p 1482 tokens · 95.0 tok/s

#60 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized 1096 tokens · 95.0 tok/s

#150 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose 377 tokens · 95.0 tok/s

#50 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 323 tokens · 95.0 tok/s

#144 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 938 tokens · 94.8 tok/s

#145 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 2355 tokens · 94.8 tok/s

#148 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 390 tokens · 94.8 tok/s

#152 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose 364 tokens · 94.8 tok/s

#132 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema 1582 tokens · 94.7 tok/s

#32 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output 384 tokens · 94.6 tok/s

#70 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode 1967 tokens · 94.5 tok/s

#164 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 458 tokens · 94.5 tok/s

#180 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual 900 tokens · 94.3 tok/s

#108 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate 666 tokens · 94.2 tok/s

#176 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt 831 tokens · 94.0 tok/s

#18 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 4096 tokens · 94.0 tok/s

#147 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 4096 tokens · 93.7 tok/s

#186 mlx-community/Qwen3.5-35B-A3B-4bit @ math 1934 tokens · 93.7 tok/s

#174 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt 1115 tokens · 93.5 tok/s

#167 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param 279 tokens · 93.5 tok/s

#10 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k 916 tokens · 93.4 tok/s

#16 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 4096 tokens · 93.3 tok/s

#188 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form 3799 tokens · 93.3 tok/s

#116 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max 4096 tokens · 93.0 tok/s

#27 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist 3252 tokens · 92.8 tok/s

#29 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 4096 tokens · 92.8 tok/s

#120 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered 874 tokens · 92.8 tok/s

#68 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming 4096 tokens · 92.7 tok/s

#121 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp 1792 tokens · 92.5 tok/s

#182 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python 267 tokens · 92.5 tok/s

#190 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format 334 tokens · 92.5 tok/s

#64 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 3832 tokens · 92.4 tok/s

#62 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default 3832 tokens · 92.4 tok/s

#100 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key 4096 tokens · 92.4 tok/s

#134 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text 370 tokens · 92.4 tok/s

#66 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 3832 tokens · 92.3 tok/s

#140 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded 4096 tokens · 92.3 tok/s

#20 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty 4096 tokens · 92.1 tok/s

#117 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate 4096 tokens · 92.1 tok/s

#142 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded 4096 tokens · 92.1 tok/s

#178 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars 3774 tokens · 91.9 tok/s

#141 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded 1444 tokens · 91.8 tok/s

#56 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs 145 tokens · 91.7 tok/s

#149 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose 1732 tokens · 91.6 tok/s

#179 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual 1278 tokens · 91.6 tok/s

#106 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match 256 tokens · 91.6 tok/s

#11 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p 2603 tokens · 91.6 tok/s

#125 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 1135 tokens · 91.5 tok/s

#3 mlx-community/Qwen3.5-35B-A3B-4bit @ default 1520 tokens · 91.4 tok/s

#173 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt 1461 tokens · 91.4 tok/s

#17 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 1135 tokens · 91.3 tok/s

#25 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate 991 tokens · 91.2 tok/s

#69 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode 2258 tokens · 91.2 tok/s

#59 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized 1023 tokens · 91.2 tok/s

#123 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 1135 tokens · 91.2 tok/s

#65 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 1584 tokens · 91.2 tok/s

#33 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list 810 tokens · 90.9 tok/s

#154 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 330 tokens · 90.9 tok/s

#31 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output 810 tokens · 90.9 tok/s

#177 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars 810 tokens · 90.8 tok/s

#55 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs 810 tokens · 90.8 tok/s

#159 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 810 tokens · 90.7 tok/s

#53 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output 874 tokens · 90.7 tok/s

#61 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default 1584 tokens · 90.6 tok/s

#48 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 126 tokens · 90.5 tok/s

#153 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 810 tokens · 90.5 tok/s

#8 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p 1334 tokens · 90.5 tok/s

#165 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param 810 tokens · 90.5 tok/s

#168 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param 810 tokens · 90.4 tok/s

#151 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose 840 tokens · 90.3 tok/s

#163 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 338 tokens · 90.3 tok/s

#19 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty 1015 tokens · 90.3 tok/s

#171 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none 810 tokens · 90.3 tok/s

#175 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt 810 tokens · 90.3 tok/s

#9 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k 1551 tokens · 90.2 tok/s

#162 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 810 tokens · 90.2 tok/s

#139 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded 1444 tokens · 90.2 tok/s

#129 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json 810 tokens · 90.0 tok/s

#57 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv 911 tokens · 90.0 tok/s

#156 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 810 tokens · 90.0 tok/s

#14 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers 723 tokens · 89.9 tok/s

#166 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-array-param 270 tokens · 89.9 tok/s

#79 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word 810 tokens · 89.9 tok/s

#63 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 1584 tokens · 89.8 tok/s

#15 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 1135 tokens · 89.7 tok/s

#5 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp 1137 tokens · 89.6 tok/s

#86 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi 83 tokens · 89.5 tok/s

#91 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming 810 tokens · 89.3 tok/s

#103 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word 810 tokens · 89.3 tok/s

#89 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup 810 tokens · 89.1 tok/s

#99 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key 851 tokens · 89.0 tok/s

#119 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered 1289 tokens · 88.6 tok/s

#133 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text 810 tokens · 88.5 tok/s

#7 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p 2084 tokens · 88.4 tok/s

#131 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema 810 tokens · 88.3 tok/s

#157 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 330 tokens · 88.3 tok/s

#137 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw 810 tokens · 88.3 tok/s

#101 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase 810 tokens · 88.0 tok/s

#160 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 287 tokens · 88.0 tok/s

#135 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal 810 tokens · 88.0 tok/s

#87 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge 810 tokens · 87.9 tok/s

#185 mlx-community/Qwen3.5-35B-A3B-4bit @ math 810 tokens · 87.7 tok/s

#73 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi 810 tokens · 87.6 tok/s

#146 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 810 tokens · 87.6 tok/s

#71 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single 810 tokens · 87.6 tok/s

#1 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy 810 tokens · 87.4 tok/s

#83 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only 810 tokens · 87.3 tok/s

#189 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format 810 tokens · 87.2 tok/s

#67 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming 933 tokens · 87.0 tok/s

#111 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag 810 tokens · 87.0 tok/s

#128 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens 100 tokens · 86.9 tok/s

#113 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode 810 tokens · 86.5 tok/s

#85 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi 810 tokens · 86.5 tok/s

#143 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 810 tokens · 86.4 tok/s

#80 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word 1560 tokens · 86.3 tok/s

#169 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-nullable-param 191 tokens · 86.0 tok/s

#13 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers 1416 tokens · 86.0 tok/s

#187 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form 555 tokens · 85.5 tok/s

#74 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi 253 tokens · 84.5 tok/s

#46 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 59 tokens · 84.1 tok/s

#110 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars 558 tokens · 82.7 tok/s

#52 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output 50 tokens · 82.6 tok/s

#114 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode 341 tokens · 82.2 tok/s

#76 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline 173 tokens · 81.5 tok/s

#118 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate 685 tokens · 80.2 tok/s

#44 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 149 tokens · 77.5 tok/s

#104 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word 374 tokens · 76.4 tok/s

#22 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty 3626 tokens · 75.8 tok/s

#105 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match 256 tokens · 75.3 tok/s

#24 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty 4084 tokens · 74.9 tok/s

#23 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty 811 tokens · 73.1 tok/s

#21 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty 909 tokens · 72.9 tok/s

#45 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 256 tokens · 72.7 tok/s

#47 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 256 tokens · 72.6 tok/s

#39 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 256 tokens · 72.5 tok/s

#49 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 256 tokens · 72.3 tok/s

#41 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 256 tokens · 72.3 tok/s

#43 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 256 tokens · 72.2 tok/s

#92 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming 1411 tokens · 71.6 tok/s

#90 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup 234 tokens · 71.1 tok/s

#42 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 103 tokens · 69.8 tok/s

#126 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 329 tokens · 69.7 tok/s

#124 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 329 tokens · 69.6 tok/s

#88 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge 245 tokens · 68.9 tok/s

#112 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag 239 tokens · 68.0 tok/s

#72 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single 199 tokens · 65.4 tok/s

#122 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp 278 tokens · 64.1 tok/s

#84 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only 209 tokens · 63.9 tok/s

#40 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 67 tokens · 61.7 tok/s

#184 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift 32768 tokens · 61.6 tok/s

#183 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift 32768 tokens · 61.4 tok/s

#181 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python 32768 tokens · 61.1 tok/s

#127 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens 100 tokens · 60.5 tok/s

#38 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested 34 tokens · 53.8 tok/s

#51 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output 50 tokens · 44.4 tok/s

#36 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple 10 tokens · 29.6 tok/s

#37 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested 26 tokens · 24.9 tok/s

#98 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace 7 tokens · 18.3 tok/s

#35 mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple 13 tokens · 14.8 tok/s

#97 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace 15 tokens · 13.0 tok/s

#93 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value 12 tokens · 12.2 tok/s

#94 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value 3 tokens · 10.4 tok/s

#96 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma 3 tokens · 9.2 tok/s

#95 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma 3 tokens · 3.3 tok/s