greek historiography through dependency syntax treebanking · greek historiography through...
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Greek Historiography Through Dependency Syntax
TreebankingDigital Classicist New England March 25, 2015, Tufts University
Robert J. Gorman, Dept. of Classics Vanessa B. Gorman, Dept. of History
University of Nebraska-Lincoln
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http://www.dh.uni-leipzig.de/wo/projects/digital-athenaeus/
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How accurate are the quotes, paraphrases, excerpts, and
epitomes attributed to earlier authors?
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The Layers of Athenaeus (c. 200 CE)
• Narrator (Athenaeus himself) • The 24 Deipnosophists • 2500+ quotes or paraphrases to 800+
writers • All hopelessly intertangled
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Corrupting Luxury in Ancient Greek Literature
By
Robert J. Gorman and
Vanessa B. Gorman
The University of Michigan Press, Ann Arbor
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Derive Syntactic “Thumbprints”
• Create a database of syntactically analyzed Greek prose
• Teach the computer to distinguish known authors (proof of concept)
• Compare directly-transmitted to epitomized prose by the same author
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Epitomizers and Excerptors
• Polybius (2nd c. BCE) has 5 of 40 books preserved through direct transmission oOthers mainly preserved in the excerptors
working for Emperor Constantine VII Porphyrogenitus (10th c. CE)
• Diodorus Siculus (1st c. BCE) has 15 of 40 books preserved through direct transmission oOthers mainly in Photius (9th century CE)
and the same Constantine excerptors
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Fragments of Lost Authors
• Compare to fragments of the same author that are preserved elsewhere
• Compare to context in Athenaeus and Photius
• Does it resemble: o The other fragments of the same author? o The context in Athenaeus?
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Dependency Syntax Treebanking
• Corpus Linguistics • Annotation: create a database of
syntactically-analyzed prose • Abstraction: translate into a computer
searchable dataset • Analysis: develop algorithms to query
that dataset
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Dependency vs. Constituency Grammar
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Dependency vs. Constituency Grammar
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http://nlp.perseus.tufts.edu/syntax/treebank/greek.html
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My DatasetAUTHOR WORK TOKEN COUNT STATUS
Athenaeus Books 12-13 45,584 tokens submitted
Lysias Orations 1, 14, 15 7,650 tokens submitted
Polybius Book 1 28,288 tokens submitted
Herodotus Book 1 32,879 tokens editing
Plutarch Lycurgus 10,567 tokens submitted
Antiphon Oration 1 2,015 tokens editing
Diodorus Siculus Book 11 6,247 tokens [11.1-20 only]
in progress
Thucydides Book 1 13,720 tokens [1.1-80 only]
in progress
TOTAL [2/20/2015] 146,950 tokens
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παρεσκευάζετο γὰρ πολλῇ δυνάμει πλεῖν ἐπὶ τὴν Ἑλλάδα καὶ συμμαχεῖ
ν τοῖς Ἕλλησι κατὰ τῶν Περσῶν .
“He was preparing to sail to Greece with a great force and to fight with the Greeks against the Persians.”
(Diodorus 11.26.4 [sent. 58])
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Color coding
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Prague tagset
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Thuc. 1.13.4 [elision]
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A flat tree: Thuc. 1.9.2 [135 words]
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A deep tree: Athen. 12.11 [82 words]
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For each word in AGDT we have:
• dependency (word’s parent, children)• syntactic relation (grammatical label for dependency)•Lemma•Morphology•Position in sentence
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Dependency DegreeLinear vs. hubby structure
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Mary: SBJ-PRED-ROOThad: PRED-ROOTa: ATR-OBJ-PRED-ROOTlittle: ATR-OBJ-PRED-ROOTlamb: OBJ-PRED-ROOT
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Ὦ τοῦ στρατηγήσαντος ἐν Τροίᾳ ποτὲ / Ἀγαμέμνονος παῖ"O child of Agamemnon, once leading an army at Troy"
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Ὦ τοῦ στρατηγήσαντος ἐν Τροίᾳ ποτὲ / Ἀγαμέμνονος παῖ"O child of Agamemnon, once leading an army at Troy"
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Burrows Delta
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Craig’s Zeta
Hit HitHit Hit HitHit Hit
• Divide corpus 1 into segments of equal size (size = n)• Segments with at least 1 example of given feature are hits.• Each hit is worth 1 point.
• Hits/segments = preferred feature score
Miss MissMissMissMiss MissMiss Miss
• Divide corpus 2 into segments of size n.• Segments with no examples of feature are misses.• Each miss is worth -1 point.
• Misses/segments = avoided feature score
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Thucydides
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Herodotus
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Polybius
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Homer
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Maciej Eder
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What Next?
• Test! Test! Test! • Cast the net as widely as possible:
oMany flavors of sWord • With POS, with Dependency Distance …
• N-grams
oMany computational approaches
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What next?
• Test! Test! Test! • Aim directly at research question
oAthenaeus and fragments oAre fragments of single author
distinguishable according to transmitting source?
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What’s needed?
• Trees! Trees! Trees! • Metadata
oDigital Athenaeus oDigital Fragmenta Historicorum
Graecorum • Scalable workflow
o Stable identification for each token
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The Vision Thing
• Treebanker’s Utopia o Real time feedback for annotators
• Is this syntactic structure feasible?
• Is this structure prone to inter-annotator disagreement?
• Philologist’s Elysium o Real time feedback for close readers o How does this text compare to others:
• Lexically, syntactically, semantically?
• Pragmatically, acoustically, etc.?
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• Leipzig Open Philology Project oDigital Athenaeus Project
• Perseus and Perseids Projects, Tufts University o Perseus Open Publication Series
• University of Nebraska−Lincoln oDept. of History oDept. of Classics and Religious Studies
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