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Benchmarks
Language Modelling on Mathematical expression EVAL (test)
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100
Exact Match
LSTM
-4
23
50
77
Jan 31, 2026
Exact Match
BLEU
Updated 4d ago
Evaluation Results
Method
Method
Links
Exact Match
BLEU
LSTM
Encoding Setup=memory...
2026.01
100
100
Siam
Encoding Setup=memory...
2026.01
100
100
BERT-GraphSAGE (+ addition QKV)
Backbone=BERT-GraphSAG...
2026.01
100
100
BERT-GraphSAGE (+ fusion QKV)
Backbone=BERT-GraphSAG...
2026.01
100
100
BERT-TransCONV (+ addition QKV)
Backbone=BERT-TransCON...
2026.01
100
100
Optimus(768)
Latent Size=768
2026.01
99
99
BERT-GraphSAGE (+ addition Q)
Backbone=BERT-GraphSAG...
2026.01
99
99
BERT-TransCONV (+ fusion QKV)
Backbone=BERT-TransCON...
2026.01
99
99
VGAE
Encoding Setup=memory...
2026.01
98
99
BERT-TransCONV (+ addition Q)
Backbone=BERT-TransCON...
2026.01
98
99
BERT-TransCONV (+ fusion Q)
Backbone=BERT-TransCON...
2026.01
96
98
BERT-GraphSAGE (+ fusion Q)
Backbone=BERT-GraphSAG...
2026.01
94
97
Optimus (GraphEncoder + TransCONV)
Backbone=GraphEncoder
2026.01
89
95
Optimus (GraphEncoder + GraphSAGE)
Backbone=GraphEncoder
2026.01
88
96
AAE(768)
Latent Size=768
2026.01
10
75
LAAE(768)
Latent Size=768
2026.01
0
43
DAAE(768)
Latent Size=768
2026.01
0
24
β-VAE(768)
Latent Size=768
2026.01
0
14
Optimus (GraphEncoder + GCN)
Backbone=GraphEncoder
2026.01
0
40
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