MLX Model Test Report

Generated 2026-03-06 12:42 · AFM MLX Backend · v0.9.6

mlx-model-test.sh --model mlx-community/Qwen3.5-35B-A3B-4bit --prompts Scripts/test-llm-comprehensive.txt --smart 1:codex

Test Runs
184
Passed
184
Failed
0
Best tok/s
152.2
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.

# Model / Config Status codex Temp Load (s) Tokens Gen (s) Tokens/sec Prompt
1 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase stop-long-phrase OK 5 0.0 1.0 1143 7.51
152.2
Write a 3-paragraph essay about renewable energy. Start the ...
2 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars stop-special-chars OK 2 0.0 1.0 824 6.73
122.4
Name three primary colors and explain why they matter in des...
3 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 2 0.0 1.0 826 6.75
122.3
Name three primary colors and explain why they matter in des...
4 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline stop-double-newline OK 2 0.0 1.0 742 6.07
122.3
Write a short paragraph about the ocean. Then write a second...
5 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 2 0.0 1.0 1373 11.29
121.6
Generate a person record.
6 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 2 0.0 2.0 937 7.71
121.5
Describe Tokyo as a structured record with at least 3 landma...
7 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline stop-newline OK 2 0.0 1.0 817 6.73
121.5
Name three primary colors and explain why they matter in des...
8 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 3 0.0 1.0 1174 9.67
121.4
max_completion_tokens: 100
9 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 3 0.0 1.0 1169 9.64
121.2
What is the weather in London and what time is it in Tokyo?
10 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 3 0.0 1.0 2300 18.99
121.2
Explain the causes and consequences of the French Revolution...
11 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default prefill-default OK 4 0.0 1.0 3652 30.2
120.9
Given this architecture, what are the top 3 performance bott...
12 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema response-format-schema OK 3 0.0 1.0 1478 12.23
120.9
Generate a fictional person profile.
13 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max stop-four-max OK 2 0.0 1.0 818 6.77
120.9
Name three primary colors and explain why they matter in des...
14 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual multilingual OK 3 0.3 1.0 703 5.83
120.6
Translate "Hello, how are you?" into French, Spanish, Japane...
15 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline stop-double-newline OK 2 0.0 1.0 817 6.78
120.5
Name three primary colors and explain why they matter in des...
16 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period stop-period OK 4 0.0 1.0 692 5.75
120.4
Tell me about the sun in three sentences.
17 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate stop-immediate OK 2 0.0 2.0 767 6.37
120.4
Explain what gravity is.
18 mlx-community/Qwen3.5-35B-A3B-4bit @ math math OK 3 0.0 2.0 1830 15.21
120.3
A store sells notebooks for $3.50 each. If you buy 5 or more...
19 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 3 0.0 1.0 4096 34.04
120.3
developer: You are a helpful coding assistant. Only respond ...
20 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose verbose
--verbose
OK 3 0.7 1.0 444 3.69
120.3
Hello, how are you?
21 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt long-prompt OK 3 0.0 1.0 831 6.91
120.2
Repeat after me exactly: The quick brown fox jumps over the ...
22 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json response-format-json OK 3 0.0 1.0 1303 10.84
120.2
Return a JSON object with keys "language", "year_created", a...
23 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none tool-call-none OK 3 0.0 1.0 475 3.96
120.0
What is the current temperature in Berlin?
24 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 3 0.0 1.0 4096 34.14
120.0
What is the weather in Paris in celsius?
25 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 3 0.0 1.0 502 4.19
119.9
What is the weather in Tokyo?
26 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose very-verbose
--very-verbose
OK 3 0.7 1.0 4094 34.16
119.8
Hello, how are you?
27 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output long-output OK 3 0.7 1.0 2000 16.69
119.8
Write a detailed recipe for chocolate chip cookies with ingr...
28 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized kv-quantized
--kv-bits 4
OK 5 0.7 1.0 1135 9.48
119.8
Summarize the key ideas of machine learning in a few paragra...
29 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 3 0.0 1.0 458 3.83
119.7
Search recursively for all Swift files under Sources/ with a...
30 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal think-normal OK 3 0.0 1.0 833 6.96
119.7
Solve step by step: If a train travels at 60 mph for 2.5 hou...
31 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 3 0.0 1.0 437 3.65
119.6
Write a Python function that reverses a string.
32 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 2 0.0 1.0 356 2.98
119.4
Write a unit test for the timeout feature you just described...
33 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate pirate OK 4 0.7 2.0 1683 14.11
119.3
Tell me about quantum computing.
34 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list numbered-list OK 5 0.0 1.0 489 4.1
119.3
List exactly 5 animals, one per line, numbered 1-5. No other...
35 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 2 0.0 1.0 1063 8.92
119.2
Describe the color blue with its hex code.
36 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv small-kv
--max-kv-size 2048
OK 5 0.7 1.0 1101 9.24
119.2
Summarize the key ideas of machine learning in a few paragra...
37 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period stop-period OK 4 0.0 1.0 831 6.97
119.2
Name three primary colors and explain why they matter in des...
38 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p min-p
--min-p 0.05
OK 4 0.8 1.0 1691 14.2
119.1
Explain why the sky is blue in exactly 3 bullet points.
39 mlx-community/Qwen3.5-35B-A3B-4bit @ default default OK 5 0.7 1.0 575 4.83
119.1
Explain why the sky is blue in exactly 3 bullet points.
40 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist scientist OK 5 0.3 1.0 2211 18.57
119.1
Tell me about quantum computing.
41 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k top-k
--top-k 30
OK 4 0.8 1.0 550 4.62
118.9
Explain why the sky is blue in exactly 3 bullet points.
42 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 eli5 OK 4 0.7 1.0 1368 11.5
118.9
Tell me about quantum computing.
43 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw think-raw
--raw
OK 3 0.0 1.0 833 7.01
118.9
Solve step by step: If a train travels at 60 mph for 2.5 hou...
44 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 3 0.7 1.0 2469 20.79
118.8
Write a 4-line poem about the ocean.
45 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming no-streaming
--no-streaming
OK 3 0.7 1.0 2845 23.96
118.7
Write a short poem about the moon.
46 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text response-format-text OK 3 0.0 1.0 370 3.12
118.7
Tell me the language Python, what year it was created, and w...
47 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 5 0.8 1.0 3804 32.09
118.6
Write a long essay about the history of bread making across ...
48 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 3 0.7 1.0 2469 20.83
118.5
Write a 4-line poem about the ocean.
49 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy greedy OK 4 0.0 2.0 546 4.61
118.4
Explain why the sky is blue in exactly 3 bullet points.
50 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp high-temp OK 4 1.5 1.0 547 4.62
118.4
Explain why the sky is blue in exactly 3 bullet points.
51 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 4 0.0 1.0 3652 30.85
118.4
Given this architecture, what are the top 3 performance bott...
52 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form long-form OK 3 0.7 1.0 3689 31.2
118.2
Write a detailed technical blog post explaining how Mixture-...
53 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode raw-mode
--raw
OK 4 0.7 1.0 859 7.27
118.2
Think step by step: what is 17 * 23?
54 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars special-chars OK 3 0.0 1.0 4028 34.11
118.1
Repeat these characters exactly: <tag> "quotes" 'apostrophes...
55 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt minimal-prompt OK 3 0.7 1.0 289 2.45
118.0
Hi
56 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 4 0.0 1.0 3652 30.98
117.9
Given this architecture, what are the top 3 performance bott...
57 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p top-p
--top-p 0.9
OK 4 0.8 1.0 806 6.84
117.9
Explain why the sky is blue in exactly 3 bullet points.
58 mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual multilingual OK 3 0.3 1.0 4096 34.75
117.9
Name three primary colors and explain why they matter in des...
59 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 prefill-large-4096
--prefill-step-size 4096
OK 2 0.0 1.0 2610 22.15
117.8
Name three primary colors and explain why they matter in des...
60 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default prefill-default OK 4 0.0 1.0 2610 22.17
117.7
Name three primary colors and explain why they matter in des...
61 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 2 0.7 1.0 4096 34.84
117.6
Write a limerick about a cat.
62 mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt minimal-prompt OK 3 0.7 1.0 1916 16.32
117.4
Name three primary colors and explain why they matter in des...
63 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 2 0.0 1.0 4096 34.88
117.4
List 10 planets or celestial objects, numbered 1 through 10,...
64 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output json-output OK 5 0.0 1.0 384 3.27
117.4
Respond with a valid JSON object containing keys "name", "ag...
65 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key stop-json-object-key OK 2 0.0 1.0 4096 34.92
117.3
Generate a JSON object with keys "name", "age", and "city" f...
66 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate stop-system-pirate OK 2 0.0 1.0 4096 34.92
117.3
Name three primary colors and explain why they matter in des...
67 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max stop-four-max OK 2 0.0 1.0 4096 35.01
117.0
List 10 facts about numbers, alternating between digit forma...
68 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match stop-no-match OK 2 0.0 1.0 256 2.19
116.8
Explain the difference between TCP and UDP in a few sentence...
69 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 3 0.0 1.0 338 2.9
116.7
tools: [{"type":"function","function":{"name":"search_files"...
70 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format strict-format OK 3 0.0 1.0 334 2.86
116.7
Output EXACTLY 3 lines. Each line must contain exactly one w...
71 mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 prefill-small-256
--prefill-step-size 256
OK 2 0.0 1.0 2610 22.38
116.6
Name three primary colors and explain why they matter in des...
72 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered stop-system-numbered OK 2 0.0 1.0 1455 12.48
116.6
Name three primary colors and explain why they matter in des...
73 mlx-community/Qwen3.5-35B-A3B-4bit @ pirate pirate OK 2 0.7 2.0 4096 35.12
116.6
Name three primary colors and explain why they matter in des...
74 mlx-community/Qwen3.5-35B-A3B-4bit @ long-form long-form OK 3 0.7 1.0 1681 14.42
116.6
Name three primary colors and explain why they matter in des...
75 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered stop-system-numbered OK 4 0.0 1.0 874 7.5
116.5
What are the main benefits of exercise?
76 mlx-community/Qwen3.5-35B-A3B-4bit @ verbose verbose
--verbose
OK 3 0.7 1.0 1115 9.57
116.5
Name three primary colors and explain why they matter in des...
77 mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty no-penalty
--presence-penalty 0.0
OK 4 0.8 1.0 1755 15.08
116.4
Name three primary colors and explain why they matter in des...
78 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 3 0.0 1.0 330 2.83
116.4
tools: [{"type":"function","function":{"name":"get_weather",...
79 mlx-community/Qwen3.5-35B-A3B-4bit @ scientist scientist OK 2 0.3 1.0 3464 29.8
116.2
Name three primary colors and explain why they matter in des...
80 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp stop-high-temp OK 2 1.0 1.0 2089 17.99
116.1
Name three primary colors and explain why they matter in des...
81 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate stop-immediate OK 2 0.0 2.0 817 7.04
116.0
Name three primary colors and explain why they matter in des...
82 mlx-community/Qwen3.5-35B-A3B-4bit @ top-p top-p
--top-p 0.9
OK 3 0.8 1.0 2871 24.77
115.9
Name three primary colors and explain why they matter in des...
83 mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode raw-mode
--raw
OK 2 0.7 1.0 1768 15.26
115.9
Name three primary colors and explain why they matter in des...
84 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 3 0.0 1.0 330 2.85
115.7
tools: [{"type":"function","function":{"name":"get_weather",...
85 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 2 0.7 1.0 4096 35.5
115.4
Write a limerick about a cat.
86 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml tool-call-xml
--tool-call-parser xmlFunction
OK 3 0.0 1.0 810 7.02
115.4
Name three primary colors and explain why they matter in des...
87 mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt long-prompt OK 3 0.0 1.0 810 7.02
115.3
Name three primary colors and explain why they matter in des...
88 mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized kv-quantized
--kv-bits 4
OK 2 0.7 1.0 4096 35.53
115.3
Name three primary colors and explain why they matter in des...
89 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 seed-42-run2
--seed 42
OK 4 0.7 1.0 1135 9.85
115.2
Name three primary colors and explain why they matter in des...
90 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python code-python OK 3 0.0 1.0 267 2.32
115.2
Write a function that finds all prime numbers up to n using ...
91 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex tool-call-complex OK 3 0.0 1.0 810 7.03
115.2
Name three primary colors and explain why they matter in des...
92 mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role developer-role OK 3 0.0 1.0 810 7.05
115.0
Name three primary colors and explain why they matter in des...
93 mlx-community/Qwen3.5-35B-A3B-4bit @ top-k top-k
--top-k 30
OK 4 0.8 1.0 1433 12.48
114.8
Name three primary colors and explain why they matter in des...
94 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none tool-call-none OK 3 0.0 1.0 810 7.06
114.8
Name three primary colors and explain why they matter in des...
95 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 stop-seed-run2 OK 2 0.7 1.0 1135 9.92
114.4
Name three primary colors and explain why they matter in des...
96 mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars special-chars OK 3 0.0 1.0 810 7.08
114.4
Name three primary colors and explain why they matter in des...
97 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 3 0.0 1.0 810 7.08
114.3
Name three primary colors and explain why they matter in des...
98 mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 eli5 OK 3 0.7 1.0 1305 11.42
114.3
Name three primary colors and explain why they matter in des...
99 mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens max-completion-tokens OK 3 0.0 1.0 810 7.09
114.2
Name three primary colors and explain why they matter in des...
100 mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded streaming-seeded
--seed 123
OK 3 0.7 1.0 1501 13.14
114.2
Name three primary colors and explain why they matter in des...
101 mlx-community/Qwen3.5-35B-A3B-4bit @ long-output long-output OK 4 0.7 1.0 1029 9.01
114.2
Name three primary colors and explain why they matter in des...
102 mlx-community/Qwen3.5-35B-A3B-4bit @ min-p min-p
--min-p 0.05
OK 2 0.8 1.0 1714 15.01
114.2
Name three primary colors and explain why they matter in des...
103 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto tool-call-auto OK 3 0.0 1.0 810 7.09
114.2
Name three primary colors and explain why they matter in des...
104 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text response-format-text OK 3 0.0 1.0 810 7.1
114.2
Name three primary colors and explain why they matter in des...
105 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 stop-seed-run1 OK 2 0.7 1.0 1135 9.95
114.1
Name three primary colors and explain why they matter in des...
106 mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded non-streaming-seeded
--no-streaming --seed 123
OK 3 0.7 1.0 1501 13.16
114.0
Name three primary colors and explain why they matter in des...
107 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json response-format-json OK 3 0.0 1.0 810 7.11
113.9
Name three primary colors and explain why they matter in des...
108 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 2 0.0 1.0 810 7.11
113.9
Name three primary colors and explain why they matter in des...
109 mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp high-temp OK 4 1.5 1.0 1141 10.02
113.9
Name three primary colors and explain why they matter in des...
110 mlx-community/Qwen3.5-35B-A3B-4bit @ default default OK 3 0.7 1.0 1046 9.2
113.7
Name three primary colors and explain why they matter in des...
111 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi stop-multi OK 4 0.0 1.0 810 7.12
113.7
Name three primary colors and explain why they matter in des...
112 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 2 0.0 1.0 763 6.72
113.6
Generate a person profile for someone named Alice who is 30 ...
113 mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi tool-call-multi OK 3 0.0 1.0 287 2.53
113.6
tools: [{"type":"function","function":{"name":"get_weather",...
114 mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema response-format-schema OK 3 0.0 1.0 810 7.13
113.6
Name three primary colors and explain why they matter in des...
115 mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw think-raw
--raw
OK 3 0.0 1.0 810 7.14
113.5
Name three primary colors and explain why they matter in des...
116 mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose very-verbose
--very-verbose
OK 3 0.7 1.0 671 5.92
113.4
Name three primary colors and explain why they matter in des...
117 mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal think-normal OK 3 0.0 1.0 810 7.15
113.3
Name three primary colors and explain why they matter in des...
118 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 2 0.0 2.0 810 7.16
113.2
Name three primary colors and explain why they matter in des...
119 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single stop-single OK 2 0.0 1.0 810 7.16
113.2
Name three primary colors and explain why they matter in des...
120 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 2 0.0 1.0 810 7.16
113.2
Name three primary colors and explain why they matter in des...
121 mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format strict-format OK 3 0.0 1.0 810 7.17
113.0
Name three primary colors and explain why they matter in des...
122 mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming no-streaming
--no-streaming
OK 4 0.7 1.0 742 6.59
112.6
Name three primary colors and explain why they matter in des...
123 mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list numbered-list OK 4 0.0 1.0 810 7.21
112.3
Name three primary colors and explain why they matter in des...
124 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word stop-word OK 4 0.0 1.0 810 7.22
112.1
Name three primary colors and explain why they matter in des...
125 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 2 0.0 2.0 134 1.2
112.0
Now add a --timeout flag to the CLI that sets a request time...
126 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs logprobs
--max-logprobs 5
OK 4 0.0 1.0 144 1.29
112.0
What is 1+1?
127 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase stop-long-phrase OK 4 0.0 1.0 810 7.23
112.0
Name three primary colors and explain why they matter in des...
128 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag stop-html-tag OK 5 0.0 1.0 810 7.23
112.0
Name three primary colors and explain why they matter in des...
129 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode stop-unicode OK 5 0.0 1.0 810 7.24
112.0
Name three primary colors and explain why they matter in des...
130 mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs logprobs
--max-logprobs 5
OK 3 0.0 1.0 810 7.24
111.9
Name three primary colors and explain why they matter in des...
131 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 2 0.0 1.0 810 7.24
111.8
Name three primary colors and explain why they matter in des...
132 mlx-community/Qwen3.5-35B-A3B-4bit @ json-output json-output OK 4 0.0 1.0 810 7.25
111.8
Name three primary colors and explain why they matter in des...
133 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word stop-multi-word OK 5 0.0 1.0 810 7.25
111.7
Name three primary colors and explain why they matter in des...
134 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 2 0.0 1.0 810 7.26
111.5
Name three primary colors and explain why they matter in des...
135 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 2 0.0 1.0 810 7.27
111.4
Name three primary colors and explain why they matter in des...
136 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word stop-word OK 2 0.0 1.0 1214 10.92
111.2
Name 5 programming languages and briefly describe each one.
137 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 4 0.0 1.0 810 7.3
111.0
Name three primary colors and explain why they matter in des...
138 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 2 0.0 1.0 810 7.31
110.8
Name three primary colors and explain why they matter in des...
139 mlx-community/Qwen3.5-35B-A3B-4bit @ math math OK 3 0.0 2.0 810 7.31
110.8
Name three primary colors and explain why they matter in des...
140 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming stop-non-streaming
--no-streaming
OK 2 0.0 1.0 810 7.31
110.8
Name three primary colors and explain why they matter in des...
141 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key stop-json-object-key OK 5 0.0 1.0 851 7.69
110.6
Name three primary colors and explain why they matter in des...
142 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 4 0.8 1.0 1084 9.84
110.2
Explain why the sky is blue in exactly 3 bullet points.
143 mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers combined-samplers
--top-k 50 --min-p 0.03 --top-p 0.95
OK 4 0.8 1.0 1213 11.01
110.1
Name three primary colors and explain why they matter in des...
144 mlx-community/Qwen3.5-35B-A3B-4bit @ greedy greedy OK 4 0.0 2.0 810 7.37
110.0
Name three primary colors and explain why they matter in des...
145 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi stop-cli-multi
--stop "```,DONE"
OK 2 0.0 1.0 83 0.76
109.2
Write a bash script that prints the current date inside a co...
146 mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv small-kv
--max-kv-size 2048
OK 4 0.7 1.0 664 6.09
109.0
Name three primary colors and explain why they matter in des...
147 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens stop-low-max-tokens OK 3 0.0 1.0 100 0.92
108.2
List 10 mountains, numbered 1 through 10, one per line.
148 mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 seed-42-run1
--seed 42
OK 4 0.7 1.0 1135 10.55
107.6
Name three primary colors and explain why they matter in des...
149 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 2 0.0 1.0 149 1.41
105.8
Write a unit test for the timeout feature you just described...
150 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode stop-unicode OK 2 0.0 1.0 341 3.24
105.4
List 5 items about space using bullet points (•).
151 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi stop-multi OK 2 0.0 1.0 253 2.41
105.1
Write a Python hello world program in a code block, then wri...
152 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars stop-special-chars OK 2 0.0 1.0 558 5.34
104.5
List 3 facts about the moon. Use **bold** markdown for empha...
153 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 2 0.0 1.0 59 0.58
102.5
Read the file Sources/MacLocalAPI/main.swift and explain wha...
154 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate stop-system-pirate OK 2 0.0 1.0 685 6.74
101.6
Tell me about treasure hunting on the high seas.
155 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline stop-newline OK 2 0.0 1.0 173 1.71
101.1
What is the capital of France? Answer in one sentence.
156 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output short-output OK 2 0.7 1.0 50 0.51
98.3
Describe the entire history of Rome.
157 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 2 0.0 1.0 103 1.05
98.2
Now add a --timeout flag to the CLI that sets a request time...
158 mlx-community/Qwen3.5-35B-A3B-4bit @ code-python code-python OK 3 0.0 1.0 32768 340.38
96.3
Name three primary colors and explain why they matter in des...
159 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 agent-no-cache-turn3 OK 4 0.0 1.0 256 2.66
96.1
Name three primary colors and explain why they matter in des...
160 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 agent-no-cache-turn2 OK 4 0.0 1.0 256 2.66
96.1
Name three primary colors and explain why they matter in des...
161 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match stop-no-match OK 2 0.0 1.0 256 2.67
96.0
Name three primary colors and explain why they matter in des...
162 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 agent-cached-turn3
--enable-prefix-caching
OK 4 0.0 1.0 256 2.68
95.5
Name three primary colors and explain why they matter in des...
163 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 agent-cached-turn2
--enable-prefix-caching
OK 4 0.0 2.0 256 2.68
95.5
Name three primary colors and explain why they matter in des...
164 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 4 0.0 1.0 256 2.68
95.4
Name three primary colors and explain why they matter in des...
165 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift code-swift OK 3 0.0 1.0 32768 343.61
95.4
Write a Swift async function that fetches JSON from a URL us...
166 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 agent-cached-turn1
--enable-prefix-caching
OK 4 0.0 1.0 256 2.69
95.2
Name three primary colors and explain why they matter in des...
167 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word stop-multi-word OK 2 0.0 1.0 374 3.95
94.8
Write a 5-step recipe for making tea. Label each step as "St...
168 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 4 0.8 1.0 4096 43.44
94.3
Write a long essay about the history of bread making across ...
169 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 4 0.8 1.0 4071 43.2
94.2
Write a long essay about the history of bread making across ...
170 mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift code-swift OK 3 0.0 1.0 32768 353.84
92.6
Name three primary colors and explain why they matter in des...
171 mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty with-penalty
--presence-penalty 1.5
OK 4 0.8 1.0 915 10.0
91.5
Name three primary colors and explain why they matter in des...
172 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 2 0.0 1.0 209 2.31
90.5
List 5 major world cities as a JSON array. Include Tokyo.
173 mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty repetition-penalty
--repetition-penalty 1.2
OK 4 0.8 1.0 821 9.11
90.2
Name three primary colors and explain why they matter in des...
174 mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 agent-no-cache-turn1 OK 2 0.0 1.0 67 0.75
88.9
Read the file Sources/MacLocalAPI/main.swift and explain wha...
175 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup stop-cli-api-dedup
--stop "3."
OK 5 0.0 1.0 234 2.67
87.8
List 10 cities, numbered 1 through 10, one per line.
176 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp stop-high-temp OK 2 1.0 1.0 284 3.24
87.6
List 10 random words, numbered 1 through 10, one per line.
177 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge stop-cli-api-merge
--stop "5."
OK 5 0.0 1.0 245 2.81
87.1
List 10 countries, numbered 1 through 10, one per line.
178 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 stop-seed-run2 OK 3 0.7 1.0 329 3.79
86.9
List 10 flowers, numbered 1 through 10, one per line.
179 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 stop-seed-run1 OK 5 0.7 1.0 329 3.79
86.7
List 10 flowers, numbered 1 through 10, one per line.
180 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag stop-html-tag OK 2 0.0 1.0 239 2.78
86.0
Write an HTML unordered list of 5 fruits using <ul> and <li>...
181 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single stop-single OK 5 0.0 1.0 199 2.42
82.2
List 10 fruits, numbered 1-10, one per line.
182 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only stop-cli-only
--stop "3."
OK 5 0.0 1.0 209 2.6
80.5
List 10 types of cheese, numbered 1 through 10, one per line...
183 mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens stop-low-max-tokens OK 3 0.0 1.0 100 1.37
72.8
Name three primary colors and explain why they matter in des...
184 mlx-community/Qwen3.5-35B-A3B-4bit @ short-output short-output OK 2 0.7 1.0 50 0.9
55.3
Name three primary colors and explain why they matter in des...

AI Analysis (--smart)

Quality, Anomalies & Recommendations · avg score: 3.1/5

Full Responses

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase 1143 tokens · 152.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars 824 tokens · 122.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma 826 tokens · 122.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline 742 tokens · 122.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple 1373 tokens · 121.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested 937 tokens · 121.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline 817 tokens · 121.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 1174 tokens · 121.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 1169 tokens · 121.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 2300 tokens · 121.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default 3652 tokens · 120.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema 1478 tokens · 120.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max 818 tokens · 120.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual 703 tokens · 120.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-double-newline 817 tokens · 120.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period 692 tokens · 120.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate 767 tokens · 120.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ math 1830 tokens · 120.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 4096 tokens · 120.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ verbose 444 tokens · 120.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt 831 tokens · 120.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json 1303 tokens · 120.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none 475 tokens · 120.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 4096 tokens · 120.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 502 tokens · 119.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose 4094 tokens · 119.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-output 2000 tokens · 119.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized 1135 tokens · 119.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 458 tokens · 119.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal 833 tokens · 119.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 437 tokens · 119.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 356 tokens · 119.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ pirate 1683 tokens · 119.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list 489 tokens · 119.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace 1063 tokens · 119.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv 1101 tokens · 119.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-period 831 tokens · 119.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ min-p 1691 tokens · 119.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ default 575 tokens · 119.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ scientist 2211 tokens · 119.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ top-k 550 tokens · 118.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 1368 tokens · 118.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw 833 tokens · 118.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded 2469 tokens · 118.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming 2845 tokens · 118.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text 370 tokens · 118.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty 3804 tokens · 118.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded 2469 tokens · 118.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ greedy 546 tokens · 118.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp 547 tokens · 118.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 3652 tokens · 118.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-form 3689 tokens · 118.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode 859 tokens · 118.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars 4028 tokens · 118.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt 289 tokens · 118.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 3652 tokens · 117.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ top-p 806 tokens · 117.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ multilingual 4096 tokens · 117.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-large-4096 2610 tokens · 117.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-default 2610 tokens · 117.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 4096 tokens · 117.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ minimal-prompt 1916 tokens · 117.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming 4096 tokens · 117.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ json-output 384 tokens · 117.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key 4096 tokens · 117.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate 4096 tokens · 117.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-four-max 4096 tokens · 117.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match 256 tokens · 116.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 338 tokens · 116.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format 334 tokens · 116.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ prefill-small-256 2610 tokens · 116.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered 1455 tokens · 116.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ pirate 4096 tokens · 116.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-form 1681 tokens · 116.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-numbered 874 tokens · 116.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ verbose 1115 tokens · 116.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ no-penalty 1755 tokens · 116.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 330 tokens · 116.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ scientist 3464 tokens · 116.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp 2089 tokens · 116.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-immediate 817 tokens · 116.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ top-p 2871 tokens · 115.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ raw-mode 1768 tokens · 115.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 330 tokens · 115.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 4096 tokens · 115.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-xml 810 tokens · 115.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-prompt 810 tokens · 115.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ kv-quantized 4096 tokens · 115.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run2 1135 tokens · 115.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ code-python 267 tokens · 115.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-complex 810 tokens · 115.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ developer-role 810 tokens · 115.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ top-k 1433 tokens · 114.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-none 810 tokens · 114.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 1135 tokens · 114.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ special-chars 810 tokens · 114.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 810 tokens · 114.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ eli5 1305 tokens · 114.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ max-completion-tokens 810 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ streaming-seeded 1501 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ long-output 1029 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ min-p 1714 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-auto 810 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-text 810 tokens · 114.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 1135 tokens · 114.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ non-streaming-seeded 1501 tokens · 114.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-json 810 tokens · 113.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge 810 tokens · 113.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ high-temp 1141 tokens · 113.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ default 1046 tokens · 113.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi 810 tokens · 113.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-comma 763 tokens · 113.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ tool-call-multi 287 tokens · 113.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ response-format-schema 810 tokens · 113.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ think-raw 810 tokens · 113.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ very-verbose 671 tokens · 113.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ think-normal 810 tokens · 113.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-nested 810 tokens · 113.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single 810 tokens · 113.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value 810 tokens · 113.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ strict-format 810 tokens · 113.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ no-streaming 742 tokens · 112.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ numbered-list 810 tokens · 112.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word 810 tokens · 112.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 134 tokens · 112.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs 144 tokens · 112.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-long-phrase 810 tokens · 112.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag 810 tokens · 112.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode 810 tokens · 112.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ logprobs 810 tokens · 111.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup 810 tokens · 111.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ json-output 810 tokens · 111.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word 810 tokens · 111.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ guided-json-simple 810 tokens · 111.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only 810 tokens · 111.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-word 1214 tokens · 111.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi 810 tokens · 111.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-brace 810 tokens · 110.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ math 810 tokens · 110.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-non-streaming 810 tokens · 110.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-json-object-key 851 tokens · 110.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers 1084 tokens · 110.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ combined-samplers 1213 tokens · 110.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ greedy 810 tokens · 110.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-multi 83 tokens · 109.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ small-kv 664 tokens · 109.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens 100 tokens · 108.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ seed-42-run1 1135 tokens · 107.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 149 tokens · 105.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-unicode 341 tokens · 105.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi 253 tokens · 105.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-special-chars 558 tokens · 104.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 59 tokens · 102.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-system-pirate 685 tokens · 101.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-newline 173 tokens · 101.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ short-output 50 tokens · 98.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 103 tokens · 98.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ code-python 32768 tokens · 96.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn3 256 tokens · 96.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn2 256 tokens · 96.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-no-match 256 tokens · 96.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn3 256 tokens · 95.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn2 256 tokens · 95.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 256 tokens · 95.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift 32768 tokens · 95.4 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-cached-turn1 256 tokens · 95.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-multi-word 374 tokens · 94.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty 4096 tokens · 94.3 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty 4071 tokens · 94.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ code-swift 32768 tokens · 92.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ with-penalty 915 tokens · 91.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-guided-json-value 209 tokens · 90.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ repetition-penalty 821 tokens · 90.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ agent-no-cache-turn1 67 tokens · 88.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-dedup 234 tokens · 87.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-high-temp 284 tokens · 87.6 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-api-merge 245 tokens · 87.1 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run2 329 tokens · 86.9 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-seed-run1 329 tokens · 86.7 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-html-tag 239 tokens · 86.0 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-single 199 tokens · 82.2 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-cli-only 209 tokens · 80.5 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ stop-low-max-tokens 100 tokens · 72.8 tok/s

mlx-community/Qwen3.5-35B-A3B-4bit @ short-output 50 tokens · 55.3 tok/s