Reasoning on SymBench (train)
74.4AccuracyR1-CI
Evaluation Results
| Method | Links | |
|---|---|---|
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI2025.05 | 74.4 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo IP2025.05 | 72.2 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI2025.05 | 72 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo CL2025.05 | 71.3 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI2025.05 | 70 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo GRPO2025.05 | 69 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo IP2025.05 | 68.5 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo CL2025.05 | 67.7 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo IP2025.05 | 67.1 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo CL2025.05 | 66 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo GRPO2025.05 | 65.6 | |
| Qwen3-14BModel=Qwen3-14B, Evaluation Strategy=All Text2025.05 | 65.3 | |
| Qwen3-14BModel=Qwen3-14B, Evaluation Strategy=CodeSteer2025.05 | 65 | |
| GPT-4oModel=GPT-4o, Evaluation Strategy=Code Interpreter2025.05 | 63.7 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo GRPO2025.05 | 62.3 | |
| GPT-4oModel=GPT-4o, Evaluation Strategy=All Text2025.05 | 40.7 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=All Code2025.05 | 40 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=CodeSteer2025.05 | 36.7 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=CodeSteer2025.05 | 29 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 27.9 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=All Code2025.05 | 27.5 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 27.5 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=All Text2025.05 | 24 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=CodeSteer2025.05 | 20.1 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=All Text2025.05 | 19.5 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=All Code2025.05 | 18.3 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 13.8 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=All Text2025.05 | 12 |