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Models/GoLLIE

GoLLIE

Reported on 14 benchmarks across 2 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing14 results

Named Entity Recognition (NER)onCrossNER
AI· uses extra data· 2023-10-05
61.6
best: 61.7 (NuNERZero span)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onCrossNER
Literature· uses extra data· 2023-10-05
62.7
best: 64.9 (NuNERZero span)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onCrossNER
Music· uses extra data· 2023-10-05
68.4
best: 69.9 (NuNERZero span)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onCrossNER
Politics· uses extra data· 2023-10-05
60.2
best: 71.7 (NuNERZero span)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onCrossNER
Science· uses extra data· 2023-10-05
56.3
best: 65.4 (NuNERZero span)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onHarveyNER
Entity F1· uses extra data· 2023-10-05
41.3
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onBroad Twitter Corpus
Entity F1· uses extra data· 2023-10-05
51.4
best: 74.7 (WORD_GAZ)
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onWikiEvents
Entity F1· uses extra data· 2023-10-05
81.3
SOTA
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Relation ExtractiononACE 2005
RE Micro F1· uses extra data· 2023-10-05
70.1
best: 73 (PL-Marker)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onNCBI-disease
F1· uses extra data· 2023-10-05
86.5
best: 89.71 (BioBERT)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onWNUT 2017
F1· uses extra data· 2023-10-05
54.3
best: 60.45 (CL-KL)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onACE 2005
F1· uses extra data· 2023-10-05
89.6
best: 90.9 (Ours: cross-sentence ALB)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onCoNLL 2003 (English)
F1· uses extra data· 2023-10-05
93.1
best: 94.6 (ACE + document-context)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668
Named Entity Recognition (NER)onBC5CDR
F1· uses extra data· 2023-10-05
88.4
best: 91.9 (BINDER)
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction arXiv:2310.03668