Information Retrieval on Academic Search Psychology
0.231MAP@100BERT-T
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BERT-TTraining Paradigm=Full Model, Model Architecture=BERT2026.02 | 0.231 | 0.66 | 0.358 | |
| DistilBERT-HoulsbyTraining Paradigm=Knowledge Distillation (Oracle), Model Architecture=DistilBERT, Adapter Type=Houlsby2026.02 | 0.224 | 0.651 | 0.35 | |
| DistilBERT-HoulsbyTraining Paradigm=DRAMA, Model Architecture=DistilBERT, Adapter Type=Houlsby2026.02 | 0.223 | 0.65 | 0.349 | |
| DistilBERT-STraining Paradigm=Full Model, Model Architecture=DistilBERT2026.02 | 0.219 | 0.644 | 0.344 | |
| DistilBERT-LoRATraining Paradigm=Knowledge Distillation (Oracle), Model Architecture=DistilBERT, Adapter Type=LoRA2026.02 | 0.219 | 0.648 | 0.345 | |
| DistilBERT-LoRATraining Paradigm=DRAMA, Model Architecture=DistilBERT, Adapter Type=LoRA2026.02 | 0.219 | 0.648 | 0.345 | |
| MiniLM_SBackbone=MiniLM, Training Paradigm=Full Model, Training Scope=S2026.02 | 0.218 | 0.647 | 0.342 | |
| MiniLM_HoulsbyBackbone=MiniLM, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=Houlsby2026.02 | 0.216 | 0.644 | 0.341 | |
| MiniLM_HoulsbyBackbone=MiniLM, Training Paradigm=DRAMA, Adapter Type=Houlsby2026.02 | 0.216 | 0.644 | 0.341 | |
| MiniLM_LoRABackbone=MiniLM, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=LoRA2026.02 | 0.215 | 0.642 | 0.341 | |
| MiniLM_LoRABackbone=MiniLM, Training Paradigm=DRAMA, Adapter Type=LoRA2026.02 | 0.214 | 0.642 | 0.341 | |
| MiniLM_SArchitecture=CrossEncoder, Training Paradigm=Full Model, Model Variant=Specialized2026.02 | 0.213 | 0.644 | 0.339 | |
| MiniLM_ALLBackbone=MiniLM, Training Paradigm=Full Model, Training Scope=ALL2026.02 | 0.211 | 0.636 | 0.335 | |
| DistilBERT-ALLTraining Paradigm=Full Model, Model Architecture=DistilBERT2026.02 | 0.211 | 0.638 | 0.337 | |
| MiniLM_HoulsbyArchitecture=CrossEncoder, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=Houlsby2026.02 | 0.207 | 0.64 | 0.335 | |
| DRAMA (MiniLM_Houlsby)Architecture=CrossEncoder, Training Paradigm=DRAMA, Adapter Type=Houlsby2026.02 | 0.202 | 0.635 | 0.332 | |
| MiniLM_LoRAArchitecture=CrossEncoder, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=LoRA2026.02 | 0.19 | 0.624 | 0.318 | |
| DRAMA (MiniLM_LoRA)Architecture=CrossEncoder, Training Paradigm=DRAMA, Adapter Type=LoRA2026.02 | 0.189 | 0.622 | 0.316 | |
| MiniLM_ALLArchitecture=CrossEncoder, Training Paradigm=Full Model, Model Variant=General2026.02 | 0.186 | 0.615 | 0.312 | |
| BM252026.02 | 0.126 | 0.512 | 0.239 | |
| BM25Type=Unsupervised Baseline2026.02 | 0.126 | 0.512 | 0.239 | |
| BM25Training Paradigm=Lexical Baseline2026.02 | 0.126 | 0.512 | 0.239 |