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Benchmarks
Tool-use Reasoning on BFCL V4
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18
Average Performance
Llama-3.1-8B-Instruct + RODS (ours)
6.612
9.5685
12.525
15.4815
Jun 17, 2026
Average Performance
Web Search Utilization
Memory Usage
Updated 1mo ago
Evaluation Results
Method
Method
Links
Average Performance
Web Search Utilization
Memory Usage
Llama-3.1-8B-Instruct + RODS (ours)
Training=RODS
2026.06
18
15.5
20.5
Llama-3.1-8B-Instruct + EnvTuning
Training=EnvTuning
2026.06
16.53
15
18.06
ToolACE-2-8B
2026.06
15.75
8.9
22.6
xLAM-2-8b-fc-r
2026.06
9.17
5
13.33
BitAgent-8B
2026.06
7.41
4.5
10.32
Llama-3.1-8B-Instruct
2026.06
7.05
2.5
11.6
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