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23 models · best: Muse Spark
Team rank#6
Score84.0

Meta models · ranked

23 models · composite 0–100
#ModelBest resultComposite
1
Muse Spark
SWE-bench Pro · 55%
84
2
Muse Spark 1.2
Chatbot Arena (Coding) · 1540
83
3
Muse Spark 1.1
SWE-bench Pro · 61.5%
76
4
llama-4-maverick-17b-128e-instruct
open
CodingAgentBench · 76%
64
5
llama-3.3-70b-instruct
open
CodingAgentBench · 44%
51
6
Llama-3.1-405B-Instruct-bf16
open
Chatbot Arena (Coding) · 1299
45
7
Llama-3.1-405B-Instruct-fp8
open
Chatbot Arena (Coding) · 1292
44
8
Llama-4-Scout-17B-16E-Instruct
open
Chatbot Arena (Coding) · 1290
44
9
Llama-3.1-70B-Instruct
open
Chatbot Arena (Coding) · 1268
41
10
Llama-3-70B-Instruct
open
Chatbot Arena (Coding) · 1216
38
11
Llama 3.3 70B
open
ixio runs · 30.1%
37
12
Llama-3.1-8B-Instruct
open
Chatbot Arena (Coding) · 1203
36
13
muse-glimmer
open
Artificial Analysis · 35.1
36
14
Llama-3-8B-Instruct
open
Chatbot Arena (Coding) · 1164
33
15
llama3-1-405b-instruct
open
SWE-bench Pro · 11.2%
33
16
llama4-maverick-17b-instruct
open
SWE-bench Pro · 5.2%
29
17
Llama-2-70B-chat
open
Chatbot Arena (Coding) · 1099
28
18
Llama 4 Maverick Instruct
open
SWE-bench Verified · 21%
28
19
Llama-3.2-3B-Instruct
open
Chatbot Arena (Coding) · 1097
28
20
Llama-2-13b-chat
open
Chatbot Arena (Coding) · 1077
27
21
Llama 4 Scout Instruct
open
SWE-bench Verified · 9.1%
27
22
CodeLlama-34B-instruct
open
Chatbot Arena (Coding) · 1065
26
23
Llama-3.2-1B-Instruct
open
Chatbot Arena (Coding) · 1063
26