Datasets:
open-agent-leaderboard
/
results

Dataset card Data Studio Files
xet
 Community
1
agent
large_stringclasses
5 values
agent_name
large_stringclasses
5 values
average_action_count
float64
0
77.4
average_agent_cost
float64
0
22.8
average_benchmark_cost
float64
0
0.13
average_invalid_action_count
float64
0
39.1
average_invalid_action_percent
float64
0
75.7
average_score
float64
0
0.88
average_steps
float64
0
77.4
benchmark
large_stringclasses
6 values
benchmark_name
large_stringclasses
4 values
benchmark_score
float64
0
0.88
completed_sessions
float64
0
100
incomplete_sessions
float64
0
100
missing_sessions
float64
0
0
model
large_stringclasses
5 values
model_name
large_stringclasses
5 values
percent_error
float64
0
1
percent_finished
float64
0
1
percent_finished_successful
float64
0
1
percent_finished_unsuccessful
float64
0
1
percent_successful
float64
0
1
percent_unfinished
float64
0
0.54
planned_sessions
int64
50
100
subset_name
large_stringclasses
4 values
successful_sessions
int64
0
100
total_agent_cost
float64
0
2.28k
total_benchmark_cost
float64
0
12.8
total_run_cost
float64
0
2.28k
total_sessions
int64
50
100
tool_calling
LiteLLM Tool Calling
12.464646
0.045608
0.011815
0
0
0.646465
12.313131
tau2_retail
Tau Bench 2
0.646465
99
1
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
1
0.646465
0.353535
0.646465
0
100
retail
64
4.515213
1.169688
5.684901
99
tool_calling
LiteLLM Tool Calling
17.15
0.092763
0.117442
0.02
0.116618
0.83
16.14
tau2_telecom
Tau Bench 2
0.83
100
0
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
1
0.83
0.17
0.83
0
100
telecom
83
9.276308
11.744178
21.020486
100
tool_calling
LiteLLM Tool Calling
0
0
0
0
0
0
0
appworld_test_normal
AppWorld
0
0
100
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
1
0
0
0
0
0
100
test_normal
0
0
0
0
100
tool_calling
LiteLLM Tool Calling
0
0.296173
0.001666
0
0
0.46
8.14
browsecompplus
BrowseCompPlus
0.46
0
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
0.99
0.46
0.53
0.46
0.01
100
null
46
29.617263
0.1666
29.783863
100
tool_calling
LiteLLM Tool Calling
0
0.247621
0
0
0
0.58
20.47
swebench
SWE-bench
0.57
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
1
0
1
0
100
null
100
24.762056
0
24.762056
100
tool_calling
LiteLLM Tool Calling
12.06
0.125105
0.014181
0
0
0.54
11.22
tau2_airline
Tau Bench 2
0.54
50
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
0.54
0.46
0.54
0
50
airline
27
6.255237
0.709038
6.964275
50
tool_calling
LiteLLM Tool Calling
11.26
0.110932
0.011788
0.01
0.08881
0.73
10.33
tau2_retail
Tau Bench 2
0.73
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
0.73
0.27
0.73
0
100
retail
73
11.093171
1.178822
12.271993
100
tool_calling
LiteLLM Tool Calling
10.18
0.140895
0.058336
0
0
0.53
10.18
tau2_telecom
Tau Bench 2
0.53
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
0.99
0.53
0.46
0.53
0.01
100
telecom
53
14.089511
5.833562
19.923073
100
tool_calling
LiteLLM Tool Calling
55.7
11.32466
0
0.06
0.10772
0.76528
21.99
appworld_test_normal
AppWorld
0.61
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
0.83
0.61
0.22
0.61
0.17
100
test_normal
61
1,132.465995
0
1,132.465995
100
tool_calling
LiteLLM Tool Calling
0
7.093633
0.001762
0
0
0.49
21.66
browsecompplus
BrowseCompPlus
0.49
0
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0.01
0.93
0.49
0.44
0.49
0.06
100
null
49
709.363285
0.176244
709.539529
100
tool_calling
LiteLLM Tool Calling
16.878788
3.971295
0
0
0
0.606061
43.444444
swebench
SWE-bench
0.606061
99
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
1
0
1
0
99
null
99
393.1582
0
393.1582
99
tool_calling
LiteLLM Tool Calling
12.02
0.469238
0.015317
0
0
0.66
10
tau2_airline
Tau Bench 2
0.66
50
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.66
0.34
0.66
0
50
airline
33
23.46188
0.765841
24.227721
50
tool_calling
LiteLLM Tool Calling
12.18
0.467425
0.012659
0
0
0.78
11.33
tau2_retail
Tau Bench 2
0.78
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.78
0.22
0.78
0
100
retail
78
46.742525
1.26594
48.008465
100
tool_calling
LiteLLM Tool Calling
17.22
0.915781
0.104337
0.01
0.058072
0.76
17.22
tau2_telecom
Tau Bench 2
0.76
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.76
0.24
0.76
0
100
telecom
76
91.578125
10.433726
102.011851
100
tool_calling
LiteLLM Tool Calling
33.88
1.881877
0
0.67
1.977568
0.77415
21.76
appworld_test_normal
AppWorld
0.5
99
1
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0.01
0.99
0.5
0.49
0.5
0
100
test_normal
50
188.187702
0
188.187702
100
tool_calling
LiteLLM Tool Calling
0
0.439434
0.002357
0
0
0.48
7.85
browsecompplus
BrowseCompPlus
0.48
0
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
0.99
0.48
0.51
0.48
0.01
100
null
48
43.943356
0.235722
44.179078
100
tool_calling
LiteLLM Tool Calling
0
0.695613
0
0
0
0.71
32.55
swebench
SWE-bench
0.71
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
1
0
1
0
100
null
100
69.561342
0
69.561342
100
tool_calling
LiteLLM Tool Calling
12.72
0.15855
0.010977
0
0
0.7
10.14
tau2_airline
Tau Bench 2
0.7
50
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.7
0.3
0.7
0
50
airline
35
7.927484
0.548844
8.476328
50
tool_calling
LiteLLM Tool Calling
12.24
0.156497
0.009912
0
0
0.82
11.25
tau2_retail
Tau Bench 2
0.82
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.82
0.18
0.82
0
100
retail
82
15.649692
0.991184
16.640876
100
tool_calling
LiteLLM Tool Calling
15.29
0.297978
0.069531
0.17
1.111838
0.73
14.84
tau2_telecom
Tau Bench 2
0.73
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.73
0.27
0.73
0
100
telecom
73
29.797836
6.953124
36.75096
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
28.62
0.232226
0
1.61
5.625437
0.45891
28.51
appworld_test_normal
AppWorld
0.04
100
0
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0
0.52
0.04
0.48
0.04
0.48
100
test_normal
4
23.222571
0
23.222571
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
34.19
0.167917
0.00165
0.03
0.087745
0.36
34.19
browsecompplus
BrowseCompPlus
0.36
99
1
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0.01
0.98
0.36
0.62
0.36
0.01
100
null
36
16.791678
0.164996
16.956674
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
77.44
0.478891
0
0.01
0.012913
0.66
77.44
swebench
SWE-bench
0.6875
96
4
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0.04
0.94
0.93
0.01
0.93
0.02
100
null
93
47.889092
0
47.889092
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
15.32
0.033953
0.017188
0
0
0.56
15.28
tau2_airline
Tau Bench 2
0.56
50
0
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0
1
0.56
0.44
0.56
0
50
airline
28
1.697626
0.859394
2.55702
50
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
14.44
0.029599
0.018759
0
0
0.82
14.44
tau2_retail
Tau Bench 2
0.82
100
0
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0
1
0.82
0.18
0.82
0
100
retail
82
2.959856
1.875946
4.835802
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
18.13
0.049405
0.127713
0
0
0.71
18.11
tau2_telecom
Tau Bench 2
0.71
100
0
0
openai_Azure_DeepSeek-V3.2
openai/azure/DeepSeek-V3.2
0
1
0.71
0.29
0.71
0
100
telecom
71
4.940464
12.77128
17.711744
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
41.14
0.603162
0
1.01
2.455032
0.6084
23.53
appworld_test_normal
AppWorld
0.1
96
4
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0.04
0.89
0.1
0.79
0.1
0.07
100
test_normal
10
60.316193
0
60.316193
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
27.26
0.379113
0.001292
0.52
1.907557
0.34
26.27
browsecompplus
BrowseCompPlus
0.34
98
2
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0.02
0.74
0.34
0.4
0.34
0.24
100
null
34
37.911278
0.129216
38.040494
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
48.765306
0.590102
0
0.040816
0.0837
0.571429
48.765306
swebench
SWE-bench
0.571429
98
2
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
0.877551
0.877551
0
0.877551
0.122449
100
null
86
57.830003
0
57.830003
98
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
10.76
0.039222
0.012553
0
0
0.62
9.6
tau2_airline
Tau Bench 2
0.62
50
0
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
1
0.62
0.38
0.62
0
50
airline
31
1.961081
0.627634
2.588715
50
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.464646
0.045608
0.011815
0
0
0.646465
12.313131
tau2_retail
Tau Bench 2
0.646465
99
1
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
1
0.646465
0.353535
0.646465
0
100
retail
64
4.515213
1.169688
5.684901
99
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
17.15
0.092763
0.117442
0.02
0.116618
0.83
16.14
tau2_telecom
Tau Bench 2
0.83
100
0
0
openai_Azure_Kimi-K2.5
openai/azure/Kimi-K2.5
0
1
0.83
0.17
0.83
0
100
telecom
83
9.276308
11.744178
21.020486
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
20.01
0.363713
0
0.45
2.248876
0.58473
10.05
appworld_test_normal
AppWorld
0.22
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
0.22
0.78
0.22
0
100
test_normal
22
36.371316
0
36.371316
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
0
0.296173
0.001666
0
0
0.46
8.14
browsecompplus
BrowseCompPlus
0.46
0
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
0.99
0.46
0.53
0.46
0.01
100
null
46
29.617263
0.1666
29.783863
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
0
0.247621
0
0
0
0.58
20.47
swebench
SWE-bench
0.57
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
1
0
1
0
100
null
100
24.762056
0
24.762056
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.06
0.125105
0.014181
0
0
0.54
11.22
tau2_airline
Tau Bench 2
0.54
50
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
0.54
0.46
0.54
0
50
airline
27
6.255237
0.709038
6.964275
50
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
11.26
0.110932
0.011788
0.01
0.08881
0.73
10.33
tau2_retail
Tau Bench 2
0.73
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
1
0.73
0.27
0.73
0
100
retail
73
11.093171
1.178822
12.271993
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
10.18
0.140895
0.058336
0
0
0.53
10.18
tau2_telecom
Tau Bench 2
0.53
100
0
0
openai_Azure_gpt-5.2-2025-12-11
openai/Azure/gpt-5.2-2025-12-11
0
0.99
0.53
0.46
0.53
0.01
100
telecom
53
14.089511
5.833562
19.923073
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
42.45
3.433202
0
0.06
0.141343
0.78206
20.06
appworld_test_normal
AppWorld
0.64
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
0.82
0.64
0.18
0.64
0.18
100
test_normal
64
343.320175
0
343.320175
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
0
7.093633
0.001762
0
0
0.49
21.66
browsecompplus
BrowseCompPlus
0.49
0
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0.01
0.93
0.49
0.44
0.49
0.06
100
null
49
709.363285
0.176244
709.539529
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
16.878788
3.971295
0
0
0
0.606061
43.444444
swebench
SWE-bench
0.606061
99
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
1
0
1
0
99
null
99
393.1582
0
393.1582
99
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.02
0.469238
0.015317
0
0
0.66
10
tau2_airline
Tau Bench 2
0.66
50
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.66
0.34
0.66
0
50
airline
33
23.46188
0.765841
24.227721
50
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.18
0.467425
0.012659
0
0
0.78
11.33
tau2_retail
Tau Bench 2
0.78
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.78
0.22
0.78
0
100
retail
78
46.742525
1.26594
48.008465
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
17.22
0.915781
0.104337
0.01
0.058072
0.76
17.22
tau2_telecom
Tau Bench 2
0.76
100
0
0
openai_aws_claude-opus-4-5
openai/aws/claude-opus-4-5
0
1
0.76
0.24
0.76
0
100
telecom
76
91.578125
10.433726
102.011851
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
32.47
1.304853
0
0.56
1.724669
0.81458
22.59
appworld_test_normal
AppWorld
0.55
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.55
0.45
0.55
0
100
test_normal
55
130.485292
0
130.485292
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
0
0.439434
0.002357
0
0
0.48
7.85
browsecompplus
BrowseCompPlus
0.48
0
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
0.99
0.48
0.51
0.48
0.01
100
null
48
43.943356
0.235722
44.179078
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
0
0.695613
0
0
0
0.71
32.55
swebench
SWE-bench
0.71
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
1
0
1
0
100
null
100
69.561342
0
69.561342
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.72
0.15855
0.010977
0
0
0.7
10.14
tau2_airline
Tau Bench 2
0.7
50
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.7
0.3
0.7
0
50
airline
35
7.927484
0.548844
8.476328
50
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
12.24
0.156497
0.009912
0
0
0.82
11.25
tau2_retail
Tau Bench 2
0.82
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.82
0.18
0.82
0
100
retail
82
15.649692
0.991184
16.640876
100
tool_calling_with_shortlisting
LiteLLM Tool Calling with Shortlisting
15.29
0.297978
0.069531
0.17
1.111838
0.73
14.84
tau2_telecom
Tau Bench 2
0.73
100
0
0
openai_gcp_gemini-3-pro-preview
openai/gcp/gemini-3-pro-preview
0
1
0.73
0.27
0.73
0
100
telecom
73
29.797836
6.953124
36.75096
100