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Benchmarks
Hierarchical Text Classification on WOS
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81.11
Macro-F1
HiTIN
71.6356
74.0953
76.555
79.0147
May 24, 2023
Nov 3, 2023
Apr 14, 2024
Sep 24, 2024
Mar 6, 2025
Aug 16, 2025
Jan 26, 2026
Macro-F1
Micro-F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Macro-F1
Micro-F1
HiTIN
Encoder=TextRCNN, Embe...
2023.05
81.11
86.66
HiMatch
Encoder=TextRCNN, Embe...
2023.05
80.53
86.2
HiAGM
Encoder=TextRCNN, Embe...
2023.05
80.28
85.82
TAXMORPH
LLM=Sonnet-3.5, Label...
2026.01
80.2
-
HTCInfoMax
Encoder=TextRCNN, Embe...
2023.05
80.05
85.58
TAXMORPH
LLM=Sonnet-3.5, Label...
2026.01
79.6
-
TAXMORPH
LLM=Sonnet-3, Label Re...
2026.01
79.1
-
TAXMORPH
LLM=Haiku, Label Repre...
2026.01
79
-
TAXMORPH
LLM=Sonnet-3, Label Re...
2026.01
78.9
-
TAXMORPH
LLM=Haiku, Label Repre...
2026.01
78.6
-
Human-Curated
Label Representation=S...
2026.01
78.5
-
Human-Curated
Label Representation=F...
2026.01
78.3
-
TextRCNN
Encoder=TextRCNN, Embe...
2023.05
76.99
83.55
Human-Curated
Label Representation=S...
2026.01
76.7
-
Human-Curated
Label Representation=L...
2026.01
72
-
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