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Sign dossier · ICIT 104 · every major school

104

Sign 104

stroke / numeral class · unique family variant

Rare. Any meaning claim will overfit. Treat as a graphic isolate until more texts land.

No established readingObservedender-biasedclosing / terminal function
Research compilation

Research compilation from a published ICIT-style digitization — not a complete or licensed photographic corpus

Tokens here

17

Independent objects

17

Sites

5

Object classes

1

Frequency rank

97 / 592

Share of all tokens

0.15%

ICIT published freq.

—

Neighbour diversity

12

Graphic anatomy

Unique drawing for this catalogue number. A graphic aid, not a CISI plate tracing.

Stroke groups
6
Point marks
0
Enclosure index
1
Variant index
4

Mahadevan hint: No stable M-number crosswalk on this page.

Text behaviour

17 inscriptions in this compilation contain 104. Mean length 5.6; median 7. Site evenness 0.68 (1 = evenly spread).

≤5 signs
41%
complete
100%
hapax in text
100%

Positional behaviour

Share of this sign’s tokens at the start, middle, or end of an inscription in the locked compilation. Direction errors move these bars. Not a phonetic value.

start
6%
medial
18%
end
76%

What every major school says

Marshall, Hunter, Knorozov, Mahadevan, Fairservis, Parpola, Wells–Fuls, Farmer–Sproat–Witzel, Rao–Yadav–Vahia, Sproat, Kenoyer/Vidale, and Indo-Aryan proposals — stacked, labelled, and kept in tension. A deeper page than a one-line “translation” is the point.

Positional function

Structural finding

Current locked corpus: closing / terminal function. Role label ender-biased.

Why it is on the table: 17 tokens, start-bias 0.26, end-bias 3.39.

What would weaken it: Bias is corpus-relative. Direction errors and sign-splitting move signs between roles.

Induscript analysis engine on the locked compilation

Graphic class · stroke / numeral class

Observed

ICIT 104 is drawn in the stroke / numeral class. Class is a graphemic convenience used so relatives can be compared — not a word, not a translation.

Why it is on the table: Family membership is the cheapest hypothesis: it only claims that similar drawings should be tested together.

What would weaken it: Wells over-splits; Parpola and Mahadevan merge. The family of this page is a working cluster.

Wells/ICIT graphemic sets; contrast Mahadevan 417-sign list

Tally / numeral series

Functional hypothesis

Stroke groups that scale by count are the strongest numeral candidates in the signary. Fairservis and Mahadevan both treat some of this series as quantitative.

Why it is on the table: Shape is systematic (1–4+ bars) and slots are constrained. Indus weights exist independently.

What would weaken it: Strokes can be dividers, check-marks, or phonetics. No object is bilingually labelled by these bars.

Fairservis; Mahadevan 1977 numeral discussion; Kenoyer metrology

Mahadevan 1977 concordance

Structural finding

Not a one-to-one dump of Mahadevan’s 417-sign list. ICIT 104 is a Wells/Fuls number; merge/split decisions differ.

Why it is on the table: Mahadevan remains the field’s default concordance even when sign counts disagree.

What would weaken it: Crosswalks between M-numbers and ICIT G-numbers are incomplete. Do not treat them as identical signs.

Mahadevan, The Indus Script: Texts, Concordance and Tables (1977)

Hunter 1934 sign list

Observed

Hunter produced the first systematic post-Marshall inventory. Early pictographic identifications (fish, jar, man) survive as graphic labels, not as readings.

Why it is on the table: Historiography matters: many popular ‘translations’ still quote Hunter-era picture-names as if they were words.

What would weaken it: A 1934 pictographic guess is not evidence. It is the starting point later concordances refined.

G. R. Hunter, The Script of Harappa and Mohenjodaro (1934)

Wells–Fuls ICIT catalogue

Observed

ICIT encodes this as a three-digit sign in a 700+ inventory (Fuls 2022–23: 709–713 signs in 71 graphic sets). Rare or unlisted in the excerpted frequency tables.

Why it is on the table: Finest published graphemic split. Useful for not collapsing allographs too early.

What would weaken it: Parpola argues Wells over-splits variants. Inventory size is itself a hypothesis.

Wells 2011/2015; Fuls, A Catalog of Indus Signs (2023)

Parpola Proto-Dravidian model

Semantic candidate

Parpola’s logo-syllabic Dravidian model would assign this stroke / numeral class sign a rebus only after a pictographic identification. None is established here.

Why it is on the table: Most fully worked phonetic hypothesis in print. Internally disciplined, still unproven.

What would weaken it: Requires language identification first. No bilingual. Rebus steps multiply uncertainty.

Parpola, Deciphering the Indus Script (1994); 2010 lecture

Knorozov / Soviet positional school

Structural finding

Computer-aided counts in the 1960s–80s already treated short texts as structured and leaned Dravidian. This sign is a data point in that tradition, not a Soviet ‘translation’.

Why it is on the table: Independent of Parpola in method; similar language lean. Shows the Dravidian hypothesis is not one author’s idiosyncrasy.

What would weaken it: Early computing on small samples overfits. Language lean was prior, not a result.

Knorozov and collaborators, Soviet studies of the Indus script

Fairservis linguistic-functional school

Functional hypothesis

Fairservis treated scaled stroke groups as quantities and some implement signs as phonetic. This sign sits in that testable subset.

Why it is on the table: Useful because it names functions (numeral, implement) that can be tested against weights and object type.

What would weaken it: Many Fairservis values are under-constrained. Kept as historiography plus a few live functional tests.

Walter Fairservis, The Harappan Civilization and Its Writing (1992) and earlier papers

Farmer–Sproat–Witzel non-linguistic model

Functional hypothesis

Short, non-random emblem sequences on elite objects can be non-writing: lineage marks, totemic formulas, or ritual identifiers.

Why it is on the table: Explains brevity, lack of bilinguals, and seal function without a lost language.

What would weaken it: Rao et al. 2009 argue conditional entropy looks more like a script than a random emblem set. Neither side has a bilingual.

Farmer, Sproat and Witzel (2004); contrast Rao, Yadav, Vahia et al. (2009)

Rao–Yadav–Vahia statistical school

Structural finding

Block-level entropy and bigram directionality are treated as evidence that the system is structured like a script, not as a translation. This sign’s locked-corpus role is ender-biased.

Why it is on the table: Statistics constrain function, not phonetics.

What would weaken it: Structured non-linguistic systems also have bigrams. Entropy is not a language ID (Sproat 2014).

Rao et al., Science (2009); Yadav–Vahia positional papers; Sproat 2014 critique

Object-function school (Kenoyer, Vidale, Frenez)

Functional hypothesis

Whatever the signs ‘say’, seals and sealings are administrative and craft devices. Meaning, if any, is tied to identity, ownership, or office — not narrative literature.

Why it is on the table: Archaeology is the only bilingual we actually have: context, not captions.

What would weaken it: Context can suggest function of the object without reading the signs.

Kenoyer; Vidale; Frenez; Possehl syntheses

Indo-Aryan / Vedic mappings (Kak and others)

Unverified proposal

Proposed Sanskrit or Vedic values for Indus signs. No bilingual, no accepted crosswalk, and chronology is contested. Recorded so the model is visible — not so it can be quoted as a reading.

Why it is on the table: A research platform that hides a popular school is not evidence-led.

What would weaken it: Failed the bilingual test, the positional test, and the ‘does not overfit’ test as currently published.

Subhash Kak and related Indo-Aryan proposals

What a bilingual would do

Observed

A single securely read bilingual (Indus vs a known script) would re-rank every card on this page. Until then, depth means listing tests, not printing a word.

Why it is on the table: Egyptian, cuneiform and Linear B moved when bilinguals or internal grids arrived. Indus has neither.

What would weaken it: Waiting for a bilingual is not an excuse to ignore structure. It is an excuse to refuse fake certainty.

Robinson surveys; platform method

Source stack — all known schools

Integrated from excavation reports, concordances, rebus models, statistical papers and archaeological syntheses. CISI plates are not reproduced.

  • 1931 · excavation

    Marshall 1931

    First public corpus of the script as an archaeological fact

  • 1934 · signary

    Hunter 1934

    First systematic sign list after Marshall

  • 1938 · excavation

    Mackay 1938

    Object classes, findspots, seal function

  • 1965–1981 · Dravidian

    Knorozov / Soviet school 1960s–80s

    Computer-aided positional work; Dravidian lean

  • 1973–1981 · concordance

    Koskenniemi–Parpola 1973–81

    Computer concordance that precedes Mahadevan in method

  • 1977 · concordance

    Mahadevan 1977

    Concordance, 417 signs, positional tables — field default

  • 1971–1992 · linguistic

    Fairservis 1970s–92

    Harappan-as-language; numeral and implement readings

  • 1994–2010 · Dravidian

    Parpola 1994 / 2010

    Logo-syllabic Proto-Dravidian rebus model

  • 1987– · corpus

    CISI (Parpola et al.) 1987–

    Photographic corpus — not reproduced here

  • 1988– · Indo-Aryan

    Kak 1988–

    Indo-Aryan / Vedic mappings — unverified, no bilingual

  • 2011–2015 · signary

    Wells ICIT 2011–15

    Graphemic split, 676–694 signs

  • 2010 · Dravidian

    Bonta 2010

    Dravidian-adjacent interpretation — labelled as a model

  • 2004 · sceptical

    Farmer–Sproat–Witzel 2004

    Non-linguistic emblem hypothesis

  • 2009– · statistical

    Rao–Yadav–Vahia 2009–

    Entropy and Markov structure

  • 2014 · sceptical

    Sproat 2014

    Entropy is not language ID; computational critique

  • 2008– · statistical

    Yadav positional papers

    Start/end regularity without a lexicon

  • 2022–2023 · signary

    Fuls 2022–23

    713 signs, 71 graphic sets, published frequencies

  • 1998– · archaeology

    Kenoyer / Vidale / Frenez

    Seal function, craft, administration

  • 2002–2010 · archaeology

    Possehl / Wright

    Urban and economic synthesis

  • 1990s– · excavation

    Bisht / Dholavira signboard

    A unique long public sequence — not a caption key

Tests that would change this page

Direction-flip test

Structural finding

If reversing analytical order destroys this sign’s start/end bias, the role label is direction-fragile and must not be promoted.

Many seals can be rotated. Role labels that survive a flip are stronger.

Platform method; Mahadevan direction discussion

Split/merge test

Structural finding

If merging this sign with its stroke / numeral class relatives (or splitting its variants) moves it between opener/ender/core, the role is an artefact of the sign list.

Wells vs Mahadevan vs Parpola disagree on inventory size. That disagreement is a test, not a nuisance.

Wells 2015 vs Mahadevan 1977 vs Parpola CISI

Object-class test

Functional hypothesis

If the sign’s neighbours change by object type (seal vs tablet vs pottery), it may mark register, not a word that is constant across media.

Kenoyer/Vidale: different objects do different jobs.

Kenoyer; Vidale; mixed-register model

Closer-falsifier

Structural finding

A bilingual in which this sign is clearly medial, or a large tablet series where it never ends a line, would weaken the terminal-function claim.

End-bias is the current structural fact. Facts can move.

Platform falsification rule

Metrology test

Functional hypothesis

A weight, vessel, or tally stick whose independent measure matches the stroke-count of this sign would promote the numeral reading one step — still not a language ID.

Indus weights are a real, separate dataset (Kenoyer metrology).

Kenoyer / Hendrickson metrology

Bilingual promotion

Observed

Only a securely provenanced bilingual, or an internal grid of the Linear-B type, can promote any card on this page from candidate to established meaning.

That is how every accepted script decipherment actually happened.

Robinson; platform method

Sites

Findspot is not a dialect map.

Object types

This compilation often leaves type unspecified.

  • Unspecified object17

Motifs on the same object

An image is not a caption of this sign.

Inscriptions containing 104

Graphic relatives · stroke / numeral class

Same pictogram family. Relatives are not allographs unless a concordance says so. Each is its own unique drawing.

What this page refuses to do

  • It will not print a one-word translation.
  • A unique drawing is a graphic aid, not a CISI plate.
  • Published ICIT frequencies and this compilation can differ because sign-splitting differs.
  • Mahadevan M-numbers and ICIT G-numbers are not the same inventory.
  • A bilingual would change every card on this page. Until then, depth means listing the tests, not the answers.