Temporal Extraction Results
Agent (Black's Law Dictionary, 1st ed.)
16
Total Expressions
1
Expression Types
1
Extraction Jobs
16
spaCy Extracted
Extraction Methodology
Temporal expressions are extracted using a hybrid approach combining spaCy's Named Entity Recognition (DATE entities) with rule-based pattern matching for years, decades, centuries, historical periods, and relative temporal markers. Where possible, expressions are normalized to ISO 8601 format or standardized date ranges.
Future enhancements: Subsequent versions will incorporate LLM-based validation to improve extraction precision, contextual disambiguation for ambiguous expressions, and temporal relation extraction to identify event ordering and duration relationships within the document.
Extracted Temporal Expressions 16
twenty-one years
DATE
85.0%
spacy
spacy_ner_plus_regex
pos: 607-623
1005
DATE
1005-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 1119-1123
40
DATE
2040-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 1191-1193
00
DATE
85.0%
spacy
spacy_ner_plus_regex
pos: 2269-2271
Dec. 00
DATE
85.0%
spacy
spacy_ner_plus_regex
pos: 2935-2942
1287
DATE
1287-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 5573-5577
1046
DATE
1046-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 5641-5645
98 U. S. 2G4
DATE
1998-02-04T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 8862-8874
1866
DATE
1866-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 9221-9225
c. 49
DATE
2049-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 9227-9232
1088
DATE
1088-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 9264-9268
45 8
DATE
2045-08-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 10073-10077
Dec. 716
DATE
0716-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 10252-10260
Cod. 9, 38
DATE
2038-09-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 10402-10412
93
DATE
1993-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 10548-10550
99'l
DATE
1999-12-16T00:00:00
85.0%
spacy
spacy_ner_plus_regex
pos: 10846-10850
By Expression Type
DATE
16
Extraction Jobs
Temporal Extraction
2025-12-16 15:01
Completed