Reasoning on SymBench (test)
65.6AccuracyR1-CI
Evaluation Results
| Method | Links | |
|---|---|---|
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI2025.05 | 65.6 | |
| GPT-4oModel=GPT-4o, Evaluation Strategy=Code Interpreter2025.05 | 63.9 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo IP2025.05 | 61.1 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI2025.05 | 60.8 | |
| Qwen3-14BModel=Qwen3-14B, Evaluation Strategy=CodeSteer2025.05 | 60.2 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo CL2025.05 | 59.4 | |
| Qwen3-14BModel=Qwen3-14B, Evaluation Strategy=All Text2025.05 | 57.4 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo IP2025.05 | 57.3 | |
| R1-CIModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=R1-CI wo GRPO2025.05 | 56 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo CL2025.05 | 55.9 | |
| R1-CIModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=R1-CI wo GRPO2025.05 | 55.3 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI2025.05 | 54.8 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=All Code2025.05 | 53.1 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo IP2025.05 | 51 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo CL2025.05 | 49.3 | |
| R1-CIModel=Qwen2.5-3B-Instruct, Evaluation Strategy=R1-CI wo GRPO2025.05 | 47.6 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=CodeSteer2025.05 | 45.3 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=All Code2025.05 | 44.1 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=CodeSteer2025.05 | 43.8 | |
| GPT-4oModel=GPT-4o, Evaluation Strategy=All Text2025.05 | 43.1 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 42.6 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=All Code2025.05 | 33.9 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 33.7 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=CodeSteer2025.05 | 32.2 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=Code Agent (CI wo Fine-tune)2025.05 | 25.4 | |
| Qwen2.5-14B-Instruct-1MModel=Qwen2.5-14B-Instruct-1M, Evaluation Strategy=All Text2025.05 | 22.3 | |
| Qwen2.5-7B-Instruct-1MModel=Qwen2.5-7B-Instruct-1M, Evaluation Strategy=All Text2025.05 | 14.6 | |
| Qwen2.5-3B-InstructModel=Qwen2.5-3B-Instruct, Evaluation Strategy=All Text2025.05 | 12 |