Literature Retrieval on ScholarGym Hard (test)
0.397RecallGPT-5.2
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GPT-5.2Workflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.397 | 0.045 | 0.081 | 0.505 | 0.008 | 0.016 | |
| DeepSeek-V3.2Workflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.372 | 0.017 | 0.032 | 0.43 | 0.006 | 0.012 | |
| Gemini3-ProWorkflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.365 | 0.028 | 0.052 | 0.504 | 0.01 | 0.02 | |
| DeepSeek-V3.2Workflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=true2026.01 | 0.355 | 0.041 | 0.074 | 0.448 | 0.008 | 0.016 | |
| Qwen3-30BWorkflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.226 | 0.016 | 0.03 | 0.316 | 0.006 | 0.011 | |
| GLM-4.7Workflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.216 | 0.017 | 0.031 | 0.398 | 0.006 | 0.012 | |
| Qwen3-30BWorkflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=true2026.01 | 0.172 | 0.058 | 0.087 | 0.264 | 0.01 | 0.019 | |
| Qwen3-8BWorkflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=false2026.01 | 0.123 | 0.016 | 0.028 | 0.165 | 0.005 | 0.01 | |
| Qwen3-8BWorkflow=ScholarGym Agentic, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=5, Extended Thinking=true2026.01 | 0.12 | 0.013 | 0.023 | 0.213 | 0.007 | 0.014 | |
| Qwen3-30BWorkflow=Direct Query Baseline, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=12026.01 | 0.089 | 0.006 | 0.011 | 0.095 | 0.005 | 0.01 | |
| Qwen3-8BWorkflow=Direct Query Baseline, Retrieval Type=sparse, Content Scope=Abstract-only, Iterations=12026.01 | 0.048 | 0.004 | 0.007 | 0.055 | 0.003 | 0.006 |