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ResearchFormerly WizWand

Information Retrieval on Academic Search Psychology

0.231MAP@100BERT-T
0.12180.150150.17850.20685Feb 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
BERT-TTraining Paradigm=Full Model, Model Architecture=BERT2026.020.2310.660.358
DistilBERT-HoulsbyTraining Paradigm=Knowledge Distillation (Oracle), Model Architecture=DistilBERT, Adapter Type=Houlsby2026.020.2240.6510.35
DistilBERT-HoulsbyTraining Paradigm=DRAMA, Model Architecture=DistilBERT, Adapter Type=Houlsby2026.020.2230.650.349
DistilBERT-STraining Paradigm=Full Model, Model Architecture=DistilBERT2026.020.2190.6440.344
DistilBERT-LoRATraining Paradigm=Knowledge Distillation (Oracle), Model Architecture=DistilBERT, Adapter Type=LoRA2026.020.2190.6480.345
DistilBERT-LoRATraining Paradigm=DRAMA, Model Architecture=DistilBERT, Adapter Type=LoRA2026.020.2190.6480.345
MiniLM_SBackbone=MiniLM, Training Paradigm=Full Model, Training Scope=S2026.020.2180.6470.342
MiniLM_HoulsbyBackbone=MiniLM, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=Houlsby2026.020.2160.6440.341
MiniLM_HoulsbyBackbone=MiniLM, Training Paradigm=DRAMA, Adapter Type=Houlsby2026.020.2160.6440.341
MiniLM_LoRABackbone=MiniLM, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=LoRA2026.020.2150.6420.341
MiniLM_LoRABackbone=MiniLM, Training Paradigm=DRAMA, Adapter Type=LoRA2026.020.2140.6420.341
MiniLM_SArchitecture=CrossEncoder, Training Paradigm=Full Model, Model Variant=Specialized2026.020.2130.6440.339
MiniLM_ALLBackbone=MiniLM, Training Paradigm=Full Model, Training Scope=ALL2026.020.2110.6360.335
DistilBERT-ALLTraining Paradigm=Full Model, Model Architecture=DistilBERT2026.020.2110.6380.337
MiniLM_HoulsbyArchitecture=CrossEncoder, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=Houlsby2026.020.2070.640.335
DRAMA (MiniLM_Houlsby)Architecture=CrossEncoder, Training Paradigm=DRAMA, Adapter Type=Houlsby2026.020.2020.6350.332
MiniLM_LoRAArchitecture=CrossEncoder, Training Paradigm=Knowledge Distillation (Oracle), Adapter Type=LoRA2026.020.190.6240.318
DRAMA (MiniLM_LoRA)Architecture=CrossEncoder, Training Paradigm=DRAMA, Adapter Type=LoRA2026.020.1890.6220.316
MiniLM_ALLArchitecture=CrossEncoder, Training Paradigm=Full Model, Model Variant=General2026.020.1860.6150.312
BM252026.020.1260.5120.239
BM25Type=Unsupervised Baseline2026.020.1260.5120.239
BM25Training Paradigm=Lexical Baseline2026.020.1260.5120.239