Tool-use Reasoning on BFCL V4
18Average PerformanceLlama-3.1-8B-Instruct + RODS (ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Llama-3.1-8B-Instruct + RODS (ours)Training=RODS2026.06 | 18 | 15.5 | 20.5 | |
| Llama-3.1-8B-Instruct + EnvTuningTraining=EnvTuning2026.06 | 16.53 | 15 | 18.06 | |
| ToolACE-2-8B2026.06 | 15.75 | 8.9 | 22.6 | |
| xLAM-2-8b-fc-r2026.06 | 9.17 | 5 | 13.33 | |
| BitAgent-8B2026.06 | 7.41 | 4.5 | 10.32 | |
| Llama-3.1-8B-Instruct2026.06 | 7.05 | 2.5 | 11.6 |