For WN18RR, set --batch-size 512 --beam-size 40 --add-segment-embed --add-inverse-rels

Is the Reversal Curse a Binding Problem? Uncovering Limitations of Transformers from a Basic Generalization Failure Despite their impressive capabilities, LLMs exhibit a basic generalization failure …

For WN18RR, set --batch-size 512 --beam-size 40 --add-segment-embed --add-inverse-rels

# initialize entity lookup embedding self.ent_embedding = nn.Embedding (self.n_entities, self.embed_dim) # initialize relation lookup embedding if not self.args.add_inverse_rels: …

#!/home/pahuja.9/miniconda3/envs/colake/bin/python import sys, os import argparse import numpy as np from tqdm import tqdm import json import random import networkx as nx import torch from …

'rel_masked_lm_labels': relation_mlm_labels, 'edge': edge, 'ent': central_node, 'rel': edge [1] + self.num_relations if self.args.add_inverse_rels and is_head_corrupted else edge [1], 'label': label.to …

parser.add_argument ('--add-inverse-rels', action='store_true', help='add inverse relations for R-GCN/CompGCN') parser.add_argument ('--optimizer', choices= ['adam', 'adamw'], default='adam')