Agentic Task Completion on ScienceWorld
75L0 ScoreSPARK
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SPARKBackbone=Qwen2.5-7B2026.01 | 75 | 74.1 | 57.8 | |
| SPARKBackbone=Qwen2.5-1.5B2026.01 | 69.5 | 68 | 49.2 | |
| RLVMRBackbone=Qwen2.5-7B2026.01 | 67.2 | 43 | 32.2 | |
| ETOBackbone=Qwen2.5-7B2026.01 | 62.5 | 40.6 | 28.1 | |
| GPT-5Model Type=Closed-Source2026.01 | 53.9 | 33.6 | 33.6 | |
| GiGPOBackbone=Qwen2.5-7B2026.01 | 53.4 | 35.2 | 25.8 | |
| GRPOBackbone=Qwen2.5-7B2026.01 | 49.1 | 30.1 | 26.6 | |
| RLVMRBackbone=Qwen2.5-1.5B2026.01 | 46.9 | 34.4 | 26.5 | |
| GPT-5-miniModel Type=Closed-Source2026.01 | 39.8 | 31.3 | 31.4 | |
| ETOBackbone=Qwen2.5-1.5B2026.01 | 39.1 | 22.7 | 15.6 | |
| SFTBackbone=Qwen2.5-7B2026.01 | 36.7 | 32 | 23.4 | |
| Gemini-2.5-ProModel Type=Closed-Source2026.01 | 32.8 | 27.3 | 30.5 | |
| GPT-4oModel Type=Closed-Source2026.01 | 32 | 32.8 | 32.8 | |
| GiGPOBackbone=Qwen2.5-1.5B2026.01 | 25.8 | 15.2 | 4.7 | |
| GRPOBackbone=Qwen2.5-1.5B2026.01 | 21.1 | 13.7 | 10.9 | |
| SFTBackbone=Qwen2.5-1.5B2026.01 | 20.3 | 18 | 12.5 | |
| ReActBackbone=Qwen2.5-7B2026.01 | 7.8 | 11.3 | 6.3 | |
| ReActBackbone=Qwen2.5-1.5B2026.01 | 1.2 | 0.8 | 0.8 |