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tags:
  - pytorch
  - code-search
  - ablation-study

reranker - Procedural Code Search

This is the reranker variant from the ablation study for the Structural Encoder V2.

Model Details

  • Variant: reranker
  • Dataset: POJ-104
  • Architecture:
    • only_graph: Pure Structural Encoder (R-GNN only)
    • concat: GraphCodeBERT + R-GNN (Concatenation Fusion)
    • only_graph: Pure Structural Encoder (R-GNN only)
    • concat: GraphCodeBERT + R-GNN (Concatenation Fusion)
    • v2: GraphCodeBERT + R-GNN (Gated Fusion)
    • reranker: Stage B Procedural Similarity Reranker (Logistic Regression)

Usage

This model requires the custom code structural_encoder_ablation.py and structural_encoder_v2.py.