A Dynamic Atlas of Persian Poetic Symbolism: Families, Fields, and the Historical Rewiring of Meaning
Organizations: Sharif University of Technology, Tehran, Iran. · Amirkabir University of Technology, Tehran, Iran.
Abstract
Persian poetry is often remembered through recurrent symbols before it is remembered through plot. Wine vessels, gardens, flames, sacred titles, bodily beauty, and courtly names return across centuries, yet computational work still tends to flatten this material into isolated words or broad document semantics. That misses a practical unit of organization in Persian poetics: related forms travel as families and gain force through recurring relations. Using a corpus of 129,451 poems, we consolidate recurrent forms into traceable families, separate imagistic material from sacred and courtly reference, and map their relations in a multi-layer graph. The symbolic core is relatively sparse, the referential component much denser, and the attachment zone between them selective rather than diffuse. Across 11 Hijri-century bins, some families remain widely distributed, especially Shab (Night), Ruz (Day), and Khaak (Earth). Wine vessels, garden space, flame, and lyric sound strengthen later, while prestige-coded and heroic-courtly vocabulary is weighted earlier. Century-specific graphs show change in arrangement as well as membership. Modularity rises, cross-scope linkage declines, courtly bridges weaken, and sacred bridges strengthen. Hub positions shift too: Kherqe (Sufi Robe) gains late prominence, Farkhondeh {Blessed} and Banafsheh (Violet) recede, and Saaghar (Wine Cup) stays central across the chronology. In this corpus, Persian symbolism appears less as a fixed repertory than as a long-lived system whose internal weights and connections change over time.
Figures & tables
| Measure | Value |
|---|---|
| Poems | 129,451 |
| Verses | 1,446,226 |
| Hemistichs | 2,891,826 |
| Poets | 216 |
| Century bins | 11 |
| Raw symbolic tokens consolidated | 1,160 |
| Diagnostic | Value | Summary |
|---|---|---|
| Raw symbolic tokens canonical families | Family induction removes of analytic scatter while preserving token-level traceability. | |
| Median family size / single-member share | / | Consolidation is conservative rather than indiscriminate; most forms are left untouched unless evidence is strong. |
| Top-250 raw candidates distinct families / clear fragment reduction | / | The same window loses duplicate raw positions and absorbs clear fragment-like forms into stronger heads, producing cleaner rankings. |
| Seed-family recovery | The manually seeded symbolic anchors are all recovered in the induced family inventory. | |
| Referential leakage into top 40 symbolic-core families | The induced core stays imagistic rather than being overrun by sacred or courtly name-like material. |
| Layer | Nodes in layer | Edges | Avg. degree | Density | Role |
| Imagistic core | 127 | 223 | 3.51 | 0.028 | Recurrent symbolic fields built from floral, bodily, ritual, elemental, and spatial imagery |
| Referential layer | 30 | 81 | 5.40 | 0.186 | Sacred and courtly names treated as meaningful reference rather than folded into imagistic symbolism |
| Bridge layer | 63 | 143 | 4.54 | 0.073 | Attachment zone linking referential materials to symbolic neighborhoods |
| Note: The bridge row is a participation count rather than an additional disjoint node inventory. The unique atlas total in Table 1 reports the 157 retained families assigned primarily to the core or referential residencies; the bridge count records how many of those same retained families also participate in cross-layer attachment edges. | |||||
| Family | Trajectory | Peak | Peak-mode share | Field | Pattern |
|---|---|---|---|---|---|
| Peymaaneh (Wine Vessel) | Robust rising | 12 | 76% | Wine-tavern ritual | Late strengthening of vessel imagery within lyric-tavern clusters |
| Sahbaa (Wine) | Robust rising | 14 | 78% | Wine-tavern ritual | Sustained late growth of wine nomenclature beyond a single century spike |
| Golshan (Garden) | Robust rising | 12 | 81% | Floral-vegetal | Expansion of garden space as a late symbolic environment |
| Khaaqaan (Sovereign) | Robust declining | 6 | 63% | Referential / courtly | Recession of prestige-coded royal diction after early prominence |
| Farrokh (Auspicious) | Robust declining | 5 | 93% | Mixed field | Weakening of auspicious courtly language inside the broader contact zone |
| Baad (Wind) | Robust declining | 6 | 67% | Mixed field | Earlier-heavy mobility and force imagery loses weight historically |
| Metric | Base change | Uncertainty summary | Variant support | Interpretation |
|---|---|---|---|---|
| Core modularity (late minus early) | Comparable-variant span to ; permutation upper-tail | Positive in variants | Small but fairly consistent separation among fields. | |
| Cross-link ratio (late minus early) | Comparable-variant span to ; permutation lower-tail | Negative in variants | Cross-scope links decline across most reconstructions. | |
| Courtly bridge strength (late minus early) | Variant span to | Negative in , flat in | Courtly weakening is visible, though it depends more on threshold choice. | |
| Sacred bridge strength (late minus early) | Variant span to | Positive in variants | Sacred-prophetic attachment strengthens late with the strongest support in this table. | |
| Degree centralization (late minus early) | Comparable-variant span to ; high-confidence subset | Flat in variants | Centralization contributes little to the main historical contrast. |
| Field | Leading poet | Rate / verses | Characteristic family heads |
|---|---|---|---|
| Wine-Tavern Ritual | Saeb (11th c.) | 3250.2 | Mey (Wine); Baadeh (Wine); Sharaab (Wine) |
| Ascetic-Mystical | Ashofteh Shirazi (13th c.) | 604.7 | Meykhaaneh (Wine House); Meykadeh (Wine House); Moghaan (Magi) |
| Body-Beloved | Saeb (11th c.) | 1624.6 | Cheshm (Eye); Lab (Lip); La’l (Ruby) |
| Floral-Vegetal | Jahan Malek Khatun (8th c.) | 1770.9 | Sarv (Cypress); Gol (Rose); Qad (Stature) |
| Light-Fire | Ahli Shirazi (10th c.) | 692.2 | Aatash (Fire); Nur (Light); Zolmat (Darkness) |
| Water-Sea | Saeb (11th c.) | 771.0 | Daryaa (Sea); Mowj (Wave); Bahr (Sea) |
Appendix figures & tables8 assets
Supplementary material from the paper’s appendix.
Appendix
| Stage | Positive evidence | Penalties and gates | Output rule |
|---|---|---|---|
| Family induction | Eligible surface relation; static and occurrence-level embeddings; contextual and cluster overlap; seed and exemplar support; head cleanliness | Fragment residue, function-word contamination, genericity noise, and proper-name inflation lower the merge score; staged thresholds keep weak cases as singletons | Each token maps to one family; accepted heads default to the cleanest root form, with synthetic heads admitted only when several strong variants jointly clear the synthetic threshold |
| Edge construction | Multiview embedding support; weighted context overlap; cluster overlap; representative-context overlap; verse/document co-association; poet overlap; seed support; local co-activation | Genericity is penalized in every layer; referentiality is negative in the core, near-neutral in the referential layer, and slightly positive in the bridge layer; layer thresholds and top- sparsification prune generic neighborhoods more aggressively | Each retained family keeps one primary atlas residency, while bridge participation records which retained families also sustain cross-layer attachment edges |
| Target | Point estimate | Uncertainty summary | Summary |
|---|---|---|---|
| Peymaaneh (Wine Vessel) | Slope | bootstrap CI ; peak-share | Late strengthening remains stable under poet-bootstrap resampling. |
| Sahbaa (Wine) | Slope | bootstrap CI ; peak-share | The rise is smaller than Peymaaneh (Wine Vessel) but remains consistent. |
| Golshan (Garden) | Slope | bootstrap CI ; peak-share | Garden-space intensification is one of the clearest late family gains. |
| Khaaqaan (Sovereign) | Slope | bootstrap CI ; peak-share | Early concentration is consistent, even if the exact peak century is not knife-edged. |
| Farrokh (Auspicious) | Slope | bootstrap CI ; peak-share | Prestige-coded decline is unusually stable among the declining families. |
| Baad (Wind) | Slope | bootstrap CI ; peak-share | Mobility imagery is earlier-weighted with a strongly negative slope. |
| Family | Atlas role | Temporal profile | Note |
|---|---|---|---|
| \persianfont ساغر / Saaghar (Wine Cup) | Core / Wine-Tavern Ritual | Rising | A vessel image that remains central even as late lyric clustering intensifies. |
| \persianfont پیمانه / Peymaaneh (Wine Vessel) | Core / Wine-Tavern Ritual | Rising | A measure-and-intoxication family that strengthens with later lyric concentration. |
| \persianfont گلشن / Golshan (Garden) | Core / Floral-Vegetal | Rising | Garden-space imagery expands while remaining lexically transparent at the family level. |
| \persianfont خرقه / Kherqe (Sufi Robe) | Core / Ascetic-Mystical | Rising | A late-strengthening ritual family that becomes structurally prominent within the mystical field. |
| \persianfont خرابات / Kharaabaat (Tavern) | Core / Ascetic-Mystical | Peak Middle | A tavern family marking the field’s recurrent traffic with wine imagery. |
| \persianfont بنفشه / Banafsheh (Violet) | Core / Body-Beloved | Declining | A beloved-image family weighted more strongly toward earlier and middle centuries. |
| Field | Illustrative families | Mean active-member ratio | Summary |
|---|---|---|---|
| Wine-Tavern Ritual | Saaghar (Wine Cup); Baadeh (Wine); Qadah (Goblet) | 0.990 | The most persistent large field in the atlas, with low split pressure and strong late continuity. |
| Floral-Vegetal | Gol (Rose); Golshan (Garden); Sarv (Cypress) | 0.965 | The field remains active throughout the chronology but shows the strongest internal differentiation. |
| Body-Beloved | Banafsheh (Violet); Sonbol (Hyacinth); Meshkin (Musky) | 0.960 | Bodily beauty imagery persists strongly while repeatedly leaning toward the floral field. |
| Ascetic-Mystical | Kherqe (Sufi Robe); Meykadeh (Wine House); Kharaabaat (Tavern) | 0.857 | The most visibly intermediary field, with recurrent outward pull toward wine-tavern ritual. |
| Water-Sea | Daryaa (Sea); Bahr (Sea); Qolzum (Sea) | 0.980 | A highly continuous elemental field with little internal fragmentation. |
| Light-Fire | Aatash (Fire); Forugh (Glow); Partow (Radiance) | 0.985 | An unusually stable field whose members retain a common intensity profile across bins. |
| Poet | C. | Verses | Sym. | WT | AM | BB | FV | LF | WS | MF |
|---|---|---|---|---|---|---|---|---|---|---|
| Amir Khosrow Dehlavi | 7 | 21,599 | 19,843 | 1714.9 | 170.8 | 1387.6 | 885.7 | 333.3 | 153.7 | 4541.0 |
| Jahan Malek Khatun | 8 | 12,276 | 12,720 | 165.4 | 31.8 | 1376.7 | 1770.9 | 432.6 | 127.1 | 6457.3 |
| Khwaju Kermani | 8 | 29,301 | 19,768 | 1128.3 | 158.4 | 1079.5 | 771.0 | 414.3 | 297.9 | 2897.2 |
| Salman Savaji | 8 | 13,129 | 10,573 | 844.7 | 207.9 | 1352.7 | 1132.6 | 401.4 | 320.7 | 3793.1 |
| Seyf Farghani | 8 | 10,279 | 8,205 | 803.6 | 74.9 | 1192.7 | 917.4 | 583.7 | 180.0 | 4230.0 |
| Jami | 9 | 39,753 | 26,396 | 1129.7 | 218.3 | 999.2 | 739.3 | 441.0 | 203.8 | 2908.7 |
| Poet | Cluster | Nearest neighbor | Second neighbor | Mean-dist. rank |
|---|---|---|---|---|
| Amir Khosrow Dehlavi | Lyric-amplifying | Salman Savaji | Jami | 31 |
| Jahan Malek Khatun | Lyric-amplifying | Seyf Farghani | Salman Savaji | 35 |
| Khwaju Kermani | Lyric-amplifying | Jami | Ibn Yamin | 9 |
| Salman Savaji | Lyric-amplifying | Khwaju Kermani | Jami | 24 |
| Seyf Farghani | Lyric-amplifying | Feyz Kashani | Ibn Yamin | 22 |
| Jami | Lyric-amplifying | Khwaju Kermani | Ibn Yamin | 12 |
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