Evidence record
Can a lost script be read?
Every sentence on the exploration belongs to at least one claim below. Each says what kind of statement it is, what it rests on, what the evidence does not establish, and how far it was checked. Nothing here is a score, and none of it is a verdict on a belief or a theory.
Last checked 24 September 2026.
- Source checked: 38
- A judgement, not a fact: 11
- Partly checked: 1
If something here is wrong, misquoted, out of date or unfair, write to support@unknownoceans.com and give the claim number, which does not change.
What the question takes for granted
A question about method with a history behind it: which lost scripts have been read, what that took, and what the unread ones lack. For the Indus signs, a prior question, whether they are writing at all, is disputed between named researchers.
Some lost scripts have been read
Established
Linear B, Egyptian and Maya are the page’s cases, each with a source.
Every lost script records a language
Contested
For the Indus signs this is the dispute itself: Farmer, Sproat and Witzel argue the signs are non-linguistic, and the Rao team argues the evidence favours writing.
Reading a script means recovering its language, not only its sounds
Established
Linear A can be sounded out approximately from Linear B values and still counts as undeciphered.
How the question is labelled
Claim: Signs without a language
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: Lost scripts
- Kind
- Framing. Signposting. It asserts nothing a source could check.
The question
Claim: Some have been.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Egyptian, cuneiform, Linear B and Maya are the cases the page and its sources name.
Supports
Maya Hieroglyphs: A History of the Deciphermentparagraph on Old World scripts
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Decipherment of the Old World scripts usually depended on the discovery of an inscription which says the same thing in two or more scripts
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Linear B was successfully deciphered as an early form of Greek in 1952
Later work looked for
A historical account; not a finding later work revises.
Claim 3 · checked 24 September 2026 · AI-assisted audit
Claim: The ones that remain unread are missing something specific,
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s summary of the sections below, where each unread script is described by what it lacks.
Claim 4 · checked 24 September 2026 · AI-assisted audit
Claim: and in one case the argument is about whether it is writing at all.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
The Indus signs. Farmer, Sproat and Witzel argue they are not writing; the Rao team argues the evidence favours writing without proving it.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationabstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: We demonstrate the impossibility of the lost-manuscript thesis and show that Indus symbols were not even evolving in linguistic directions
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 3
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Does the similarity in block entropies with linguistic systems in Figure 1(b) prove that the Indus script is linguistic? We do not believe so.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 5 · checked 24 September 2026 · AI-assisted audit
Claim: Decipherment has needed two of three things: a known language, a bilingual text, a large corpus.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s generalisation from the three cases it describes (claims 17 to 20). No source states it as a rule.
Corrected
24 September 2026. Previously: “Decipherment needs a known language, a bilingual text, or a very large corpus.” The summary said any one of the three suffices, which contradicted the passage below ("Two of three things make it possible") and the cases it describes. Brought into line, and put in the past tense as a reading of cases rather than a law.
Claim 6 · checked 24 September 2026 · AI-assisted audit
Claim: The famous unread scripts each lack at least two of those,
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
Follows from the page’s account of the Indus signs (claim 25) and Linear A (claims 59 to 61).
Claim 7 · checked 24 September 2026 · AI-assisted audit
Claim: and for the Indus signs there is a serious argument that they do not encode language.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationabstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: nonlinguistic symbol systems in the Near East that served key religious, political, and social functions without encoding speech
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: The first serious arguments against the idea that the Indus symbols were part of a writing system were presented in work that Steve Farmer, Michael Witzel, and I published
Qualifies
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: have voiced strong disagreement
The Rao team lists scholars who reject the argument.
What this does not establish
"Serious" is the page’s word. The argument has named opponents, and the page reports them.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 8 · checked 24 September 2026 · AI-assisted audit
Claim: Egyptian hieroglyphs fell to a bilingual inscription.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Maya Hieroglyphs: A History of the Deciphermentparagraph on Old World scripts
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: such as the Rosetta Stone in which two forms of Egyptian writing are followed by Greek
What this does not establish
The source names the bilingual; it does not tell the rest of the Egyptian story.
Later work looked for
A historical account; not a finding later work revises.
Claim 9 · checked 24 September 2026 · AI-assisted audit
Claim: Linear B fell to a guess about place names that pointed to Greek,
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Decipherment Processpage 3 to 4, and the 1952 broadcast quoted there
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Ventris guessed that certain words on the Knossos tablets, which often appeared in headings, might be place-names ... all this pointed to a result that Ventris had never expected ... be written in Greek
Later work looked for
A historical account; not a finding later work revises.
Corrected
24 September 2026. Previously: “Linear B fell to a guess that the language was Greek, which its excavator had denied for forty years.” Greek was not the guess. The Cambridge account has Ventris guess that certain words were place names; the readings those gave pointed to Greek, which he had not expected. The opening had no source for the Evans detail; one is now cited.
Claim 10 · checked 24 September 2026 · AI-assisted audit
Claim: a language its excavator had dismissed for forty years.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Evans excavated Knossos from 1900 and died in 1941, eleven years before the decipherment.
Supports
The Decipherment Processpages 1 to 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Very few scholars thought Greek was a serious contender, largely because Evans had dismissed this possibility entirely. ... From 1900, ... at the time of his death in 1941
Later work looked for
A historical account; not a finding later work revises.
Claim 11 · checked 24 September 2026 · AI-assisted audit
Claim: What remains unread is not harder in the same way.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s framing of the sections below.
Claim 12 · checked 24 September 2026 · AI-assisted audit
Claim: It is missing different things.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
Follows from the page’s account of what each unread script lacks.
Claim 13 · checked 24 September 2026 · AI-assisted audit
What decipherment needs
Claim: What decipherment needs
- Kind
- Framing. Signposting. It asserts nothing a source could check.
What a decipherment needs
Claim: What a decipherment needs
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: Two of three things make it possible: knowing the underlying language, having the same text in a known script, or having enough material for statistical attack.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s own generalisation from Linear B, Egyptian and Maya (claims 17 to 20). The Penn Museum article says Old World decipherments usually depended on a bilingual.
Context
Maya Hieroglyphs: A History of the Deciphermentparagraph on Old World scripts
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Decipherment of the Old World scripts usually depended on the discovery of an inscription which says the same thing in two or more scripts
Claim 16 · checked 24 September 2026 · AI-assisted audit
Claim: Linear B had a large corpus and an unknown language,
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Decipherment Processpages 1 to 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: produced thousands more inscriptions ... knew what the language of the inscriptions was
Later work looked for
A historical account; not a finding later work revises.
Claim 17 · checked 24 September 2026 · AI-assisted audit
Claim: and was broken in 1952 by identifying the language as an early form of Greek.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Linear B was successfully deciphered as an early form of Greek in 1952
Supports
The Decipherment Processpage 4
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: all this pointed to a result that Ventris had never expected
Later work looked for
A historical account; not a finding later work revises.
Claim 18 · checked 24 September 2026 · AI-assisted audit
Claim: Egyptian had a bilingual text.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Maya Hieroglyphs: A History of the Deciphermentparagraph on Old World scripts
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: such as the Rosetta Stone in which two forms of Egyptian writing are followed by Greek
Later work looked for
A historical account; not a finding later work revises.
Claim 19 · checked 24 September 2026 · AI-assisted audit
Claim: Maya glyphs had a partial key in a colonial manuscript and a living related language.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
The manuscript is Diego de Landa’s Relación de las Cosas de Yucatán, thought to have been written in 1566.
Supports
Maya Hieroglyphs: A History of the Deciphermentopening and the section on Landa
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: The language has not died out: it is still the native tongue of more than a million people in Mexico and Central America. ... it is actually a partial syllabary matching the spoken sounds of the Spanish alphabet
What this does not establish
The article, from 1985, also says Landa’s key was not enough on its own, and that the script is heavily logographic.
Later work looked for
A historical account; not a finding later work revises.
Claim 20 · checked 24 September 2026 · AI-assisted audit
Why the Indus signs are different
Claim: Why the Indus signs are different
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: The corpus is about four thousand inscriptions,
- Kind
- Present-day figure. A count, survey or report finding, as the named source gives it.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: The Indus script refers to the approximately 4,000 inscriptions on seals, miniature tablets, pottery
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 22
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Some 4-5,000 such objects are known today
What this does not establish
Both sides of the dispute give the count; Farmer, Sproat and Witzel put it at four to five thousand objects.
Later work looked for
Crossref, 2011 on, "Indus script" and "Indus inscriptions": no newer corpus count or length figure in a reviewed source; the Rao team (2010) and Farmer, Sproat and Witzel (2004) figures still stand as the ones both sides use.
Corrected
24 September 2026. Previously: “The corpus is about four thousand inscriptions, most of them five signs long, on seals and tablets.” "Most of them five signs long" misread an average as a typical length: Farmer, Sproat and Witzel give an average of 4.6 signs over 2,905 objects, many with one or two signs. "Seals and tablets" narrowed to what the Rao team says: the majority are on stamp seals.
Claim 22 · checked 24 September 2026 · AI-assisted audit
Claim: the majority on stamp seals,
- Kind
- Present-day figure. A count, survey or report finding, as the named source gives it.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 7
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: A majority of the Indus texts are found on stamp seals
Later work looked for
Crossref, 2011 on, "Indus script" and "Indus inscriptions": no newer corpus count or length figure in a reviewed source; the Rao team (2010) and Farmer, Sproat and Witzel (2004) figures still stand as the ones both sides use.
Claim 23 · checked 24 September 2026 · AI-assisted audit
Claim: averaging fewer than five signs.
- Kind
- Present-day figure. A count, survey or report finding, as the named source gives it.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 22
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the average length of the 2,905 objects carrying Indus symbols catalogued in Mahadevan’s standard concordance is 4.6 signs long
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Indus “inscription” (in Mahadevan’s corpus) is only about 4.5 symbols
Qualifies
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the average length being 5 signs
The Rao team rounds the same average to five.
Later work looked for
Crossref, 2011 on, "Indus script" and "Indus inscriptions": no newer corpus count or length figure in a reviewed source; the Rao team (2010) and Farmer, Sproat and Witzel (2004) figures still stand as the ones both sides use.
Claim 24 · checked 24 September 2026 · AI-assisted audit
Claim: There is no bilingual text, the language is unknown,
- Kind
- Observation. Something measured or seen, as the named source reports it.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropic Evidence for Linguistic Structure in the Indus Scriptsupplementary information, page 9
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: is unknown (as in the case of the Indus script)
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 48
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: If any bilingual inscription were discovered that carried a minimum of 30 or so Indus symbols
Listed as a discovery that would change the authors’ view, which is to say none has been made.
Later work looked for
Crossref, 2011 on, "Indus script" and "bilingual": no reported bilingual; nothing that changes it.
Claim 25 · checked 24 September 2026 · AI-assisted audit
Claim: and the average inscription is shorter than this sentence.
- Kind
- Present-day figure. A count, survey or report finding, as the named source gives it.
- Review
- Source checked. The cited passage was read, and it says this.
The sentence has eighteen words; the average inscription has fewer than five signs.
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Indus “inscription” (in Mahadevan’s corpus) is only about 4.5 symbols
Later work looked for
Crossref, 2011 on, "Indus script" and "Indus inscriptions": no newer corpus count or length figure in a reviewed source; the Rao team (2010) and Farmer, Sproat and Witzel (2004) figures still stand as the ones both sides use.
Claim 26 · checked 24 September 2026 · AI-assisted audit
Claim: In 2009 a study applied a statistical measure of how ordered the sign sequences are and reported that the Indus pattern matched known writing systems and stayed far from the non-linguistic sequences it was compared with, two of which were generated artificially.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
The measure was bigram conditional entropy. The other two non-linguistic comparisons were DNA and protein sequences.
Supports
Entropic Evidence for Linguistic Structure in the Indus Scriptpage 1165, and the publication line
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the conditional entropy of Indus inscriptions closely matches those of linguistic systems and remains far from nonlinguistic systems throughout the entire range of token set sizes ... Published online 23 April 2009
Supports
Entropic Evidence for Linguistic Structure in the Indus Scriptpage 1165
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: two artificial control data sets representing type 1 and type 2 nonlinguistic systems as described above, human DNA sequences, and bacterial protein sequences
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: artificially generated from a rigid model (Type 2) and a random and equiprobable model (Type 1)
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “In 2009 a study applied a statistical measure of how ordered the sign sequences are and reported that the pattern resembles known writing systems more than it resembles non-linguistic sign systems.” The paper compared no real non-linguistic sign system: its non-linguistic comparisons were two computer-generated data sets, DNA and protein. That is the centre of the objection that follows, and the page now says it.
Claim 27 · checked 24 September 2026 · AI-assisted audit
Claim: The result was contested immediately and at length, on the grounds that the measure does not distinguish language from other structured symbol systems.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Online criticism began within days of online publication; the journal exchange followed in 2010.
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: what neither the Rao et al. work on the Indus symbols, nor the Lee, Jonathan, and Ziman work on Pictish symbols have shown is that one can distinguish structure that derives from linguistic constraints from structure that derives from some other kind of constraints
Supports
Ancient Symbols, Computational Linguistics, and the Reviewing Practices of the General Science Journalssection 2 and references
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Various on-line discussions, starting with Farmer, Sproat, and Witzel (2009) ... Conditional entropy and the Indus script. Language Log, 26 April
Context
Entropic Evidence for Linguistic Structure in the Indus Scriptpage 1165
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Published online 23 April 2009
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 28 · checked 24 September 2026 · AI-assisted audit
Claim: Its authors replied that they had never claimed the measure proves language on its own, only that it adds weight to the script’s other language-like features.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 3
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: We do not make such a claim; instead, we only note in Rao et al. (2009a) that our result increases the evidence for the linguistic hypothesis, when one takes into account other language-like properties of the script
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “” The page reported the objection and not the reply, though both ran in the same journal. The Rao team’s reply is now cited and stated in its own terms.
Claim 29 · checked 24 September 2026 · AI-assisted audit
Claim: The exchange ran in a computational linguistics journal,
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Computational Linguistics, volume 36, issues 3 and 4 (2010).
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproattitle, section 1 and first-page footer
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: In a recent Last Words column (Sproat 2010) ... © 2010 Association for Computational Linguistics Computational Linguistics Volume 36, Number 4
Later work looked for
A historical account; not a finding later work revises.
Corrected
24 September 2026. Previously: “The exchange, in a computational linguistics journal, is unusually direct about the reviewing that let the claim through.” "The reviewing that let the claim through" stated one side’s verdict as fact. It is Sproat’s argument, and is now attributed to him.
Claim 30 · checked 24 September 2026 · AI-assisted audit
Claim: and Sproat’s side of it is unusually direct about the reviewing he argues let the claim through.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: How is it that papers that are so trivially and demonstrably wrong get published in journals such as Science or the Proceedings of the Royal Society?
What this does not establish
"Unusually direct" is the page’s judgement of the tone. That the reviewing was at fault is Sproat’s argument; the Rao team rejects it.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 31 · checked 24 September 2026 · AI-assisted audit
Claim: It did not end there.
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Corrected
24 September 2026. Previously: “” Added with the report of the 2014 and 2015 exchange.
Claim: In 2014 Sproat compared a larger set of writing and non-linguistic corpora and reported that the two measures he found useful class the Indus signs as non-linguistic;
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
A Statistical Comparison of Written Language and Nonlinguistic Symbol Systemsabstract, page 457
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026 · Texts · Observational study: associations, not causes
The source reads: Using a larger set of nonlinguistic and comparison linguistic corpora ... one of the measures proposed by Lee and colleagues (2010a) ... and a novel measure based on repetition turn out to be good measures ... both of these measures classify them as nonlinguistic
Supports
A Statistical Comparison of Written Language and Nonlinguistic Symbol Systems§ 3, page 478
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026 · Texts · Observational study: associations, not causes
The source reads: the statistical evidence presented here supports the nonlinguistic hypothesis for both the Indus Valley symbols and the Pictish symbols. But, as we also saw, both of our most discriminative measures, R–r and Cr, also correlate with text length
What this does not establish
One researcher’s analysis, disputed by the original authors. Sproat notes that both measures also correlate with text length, and that the non-linguistic corpora have shorter texts.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “” The currency search found the dispute continuing in Language in 2014 and 2015. The page ended in 2010 and now reports the later round, with each side’s position.
Claim 33 · checked 24 September 2026 · AI-assisted audit
Claim: the original authors replied that they stand by their findings.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Partly checked. Only part of the source could be read. What was not read is listed.
Supports
On Statistical Measures and Ancient Writing Systemsabstract
Cited · Link answered, 19 October 2026 · Abstract only, 24 September 2026
The source reads: In light of these issues, we stand by our original findings.
What this does not establish
Read as an abstract only: the abstract states the conclusion, and the reply’s arguments in the body were not read (no open copy was found through Unpaywall or the authors’ pages, 2026-09-24).
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 34 · checked 24 September 2026 · AI-assisted audit
Claim: Two readings of the same signs
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: It encodes language
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: Sequences show the degree of order found in writing systems
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropic Evidence for Linguistic Structure in the Indus Scriptpage 1165
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: our results increase the probability that the script represents language
What this does not establish
The Rao team’s argument. Sproat argues the same degree of order appears in non-linguistic systems (claim 41).
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 37 · checked 24 September 2026 · AI-assisted audit
Claim: Signs keep to preferred positions, as grammar would produce
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 4
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: The script exhibits distinct language-like syntactic structure including equivalence classes of symbols with respect to positional preference, classes of symbols that function as beginners and enders
What this does not establish
Sproat’s reply lists positional preference among the properties of Mesopotamian deity symbols, which are not writing.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “Signs recur in fixed positions, as grammar would produce” The Rao team describes positional preference, not fixed positions.
Claim 38 · checked 24 September 2026 · AI-assisted audit
Claim: Short texts are normal on seals in other literate cultures
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Entropy, the Indus Script, and Language: A Reply to R. Sproatsection 7
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the short Indus texts on seals (Figure 1(a)), like their other Bronze age counterparts, probably represent the contents
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Claim 39 · checked 24 September 2026 · AI-assisted audit
Claim: It may not
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: Statistical order also appears in non-linguistic sign systems such as the deity symbols on Mesopotamian boundary stones
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Sproat’s test was on the Pictish measure of Lee and colleagues; the corpus was too small for the Indus measure.
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: namely, Mesopotamian deity symbols from kudurrus (boundary stones) ... Yet we know that these symbols were not part of a writing system. ... crucially they are different in the direction that, given their decision tree, suggests that kudurrus are writing.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “Statistical order also appears in non-linguistic sign systems such as heraldry” Heraldry was the wrong example: in the analysis Sproat reports, heraldry separated clearly from writing. His counterexample was the Mesopotamian deity symbols.
Claim 41 · checked 24 September 2026 · AI-assisted audit
Claim: No long text on any medium, and none of the traces that lost manuscripts leave in other civilisations
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 22
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: The absence of long Indus inscriptions on any medium is unparalleled in any literate civilization
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 25
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Findings of markers like these have confirmed the existence of manuscript traditions in a variety of civilizations in which not a trace of perishable manuscripts have survived
What this does not establish
An argument from absence, made by Farmer, Sproat and Witzel. The longest inscription on a single surface has seventeen signs.
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “No long texts anywhere, in a society that had them in other materials or did not need them” The old wording combined the argument with its rebuttal and read as neither. Stated now as Farmer, Sproat and Witzel make it.
Claim 42 · checked 24 September 2026 · AI-assisted audit
Claim: Near Eastern emblem systems, religious and political, look much like this
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 39
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Even closer to the Indus case were a broad family of Near Eastern symbol or emblem systems
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationabstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: nonlinguistic symbol systems in the Near East that served key religious, political, and social functions without encoding speech
Later work looked for
Crossref, 2011 on, "Indus script" with "entropy", "statistical" and "nonlinguistic": Sproat 2014 (Language) and the Rao, Lee and colleagues reply of 2015 continue the dispute and are now reported on the page; the only later items are unreviewed 2026 preprints, which change nothing.
Corrected
24 September 2026. Previously: “A system of ownership marks and commodity tags would look much like this” No source on the page proposes ownership marks and commodity tags. The comparison the non-linguistic side makes is to Near Eastern emblem systems.
Claim 43 · checked 24 September 2026 · AI-assisted audit
What is missing
Claim: What is missing
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: The average Indus inscription is under five signs long.
- Kind
- Present-day figure. A count, survey or report finding, as the named source gives it.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 22
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the average length of the 2,905 objects carrying Indus symbols catalogued in Mahadevan’s standard concordance is 4.6 signs long
Supports
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Indus “inscription” (in Mahadevan’s corpus) is only about 4.5 symbols
Later work looked for
Crossref, 2011 on, "Indus script" and "Indus inscriptions": no newer corpus count or length figure in a reviewed source; the Rao team (2010) and Farmer, Sproat and Witzel (2004) figures still stand as the ones both sides use.
Corrected
24 September 2026. Previously: “The average Indus inscription is five signs long.” The measured averages are 4.5 and 4.6 signs; five is a rounding.
Claim 45 · checked 24 September 2026 · AI-assisted audit
What machine learning changes
Claim: What machine learning changes
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: Statistical and neural methods have been applied to lost scripts, and their clearest successes are re-runs.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Deciphering Undersegmented Ancient Scripts Using Phonetic Priorsection 1 and section 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: All the known cases of lost language ... have been accomplished by human experts ... Prior work has already featured several successful instances of ancient language decipherment previously done by human experts
Later work looked for
Crossref, 2021 on, "neural decipherment", "undeciphered script" and "Linear A decipherment": no reviewed report of a machine decipherment of a script whose language is unknown; nothing that changes it.
Corrected
24 September 2026. Previously: “Statistical and neural methods have been applied to undeciphered scripts, and have succeeded where the underlying language is known or closely related to a known one.” Uncited, and "succeeded" overstated it: the successes the machine learning literature reports reproduce decipherments already made by hand. Now cited to Luo and colleagues, with the figure they report.
Claim 47 · checked 24 September 2026 · AI-assisted audit
Claim: A 2019 model matched two thirds of Linear B’s cognates to their Greek counterparts,
- Kind
- Experimental result. What an experiment or trial found, under its own conditions. A result in animals, cells or a simulation is not a result in people.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear Babstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026 · Texts · Experiment
The source reads: We also report the first automatic results in deciphering Linear B, a syllabic language related to ancient Greek, where our model correctly translates 67.3% of cognates
67.3 per cent is within a per cent of two thirds (66.7).
What this does not establish
Measured on cognates, words with a Greek counterpart, not on the whole of Linear B.
Later work looked for
Crossref, 2021 on, "neural decipherment", "undeciphered script" and "Linear A decipherment": no reviewed report of a machine decipherment of a script whose language is unknown; nothing that changes it.
Claim 48 · checked 24 September 2026 · AI-assisted audit
Claim: a decipherment people had made in 1952,
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Linear B was successfully deciphered as an early form of Greek in 1952
Later work looked for
A historical account; not a finding later work revises.
Claim 49 · checked 24 September 2026 · AI-assisted audit
Claim: and it was given Greek to work from.
- Kind
- Experimental result. What an experiment or trial found, under its own conditions. A result in animals, cells or a simulation is not a result in people.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear Bsection 1
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026 · Texts · Experiment
The source reads: of text in a lost language and a non-parallel corpus in a known related language
Later work looked for
How the method works; not a finding later work revises.
Claim 50 · checked 24 September 2026 · AI-assisted audit
Claim: Where the related language is unknown, the methods have little to hold.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Deciphering Undersegmented Ancient Scripts Using Phonetic Priorsection 1
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: these methods are based on assumptions that are not applicable to many undeciphered scripts. The first assumption relates to the knowledge of language family of the lost language
Later work looked for
Crossref, 2021 on, "neural decipherment", "undeciphered script" and "Linear A decipherment": no reviewed report of a machine decipherment of a script whose language is unknown; nothing that changes it.
Corrected
24 September 2026. Previously: “Where the language is unknown and the corpus is small, the methods have no traction. The bottleneck is material, not cleverness, and it has been for a century.” "No traction" was uncited and absolute; the 2021 work on Iberian is a real attempt with a real, negative, result, and is now reported. "For a century" had no source and is out.
Claim 51 · checked 24 September 2026 · AI-assisted audit
Claim: Tried on Iberian in 2021, one found no strong evidence for Basque as its relative,
- Kind
- Experimental result. What an experiment or trial found, under its own conditions. A result in animals, cells or a simulation is not a result in people.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Deciphering Undersegmented Ancient Scripts Using Phonetic Priorabstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026 · Texts · Experiment
The source reads: For Iberian, the method does not show strong evidence supporting Basque as a related language, concurring with the favored position by the current scholarship.
What this does not establish
One model; a negative result is not proof that Iberian has no relative.
Later work looked for
Crossref, 2021 on, "neural decipherment", "undeciphered script" and "Linear A decipherment": no reviewed report of a machine decipherment of a script whose language is unknown; nothing that changes it.
Claim 52 · checked 24 September 2026 · AI-assisted audit
Claim: in line with most current scholarship.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
Deciphering Undersegmented Ancient Scripts Using Phonetic Priorabstract
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: concurring with the favored position by the current scholarship
What this does not establish
The authors’ own characterisation of the field.
Later work looked for
Crossref, 2021 on, "neural decipherment", "undeciphered script" and "Linear A decipherment": no reviewed report of a machine decipherment of a script whose language is unknown; nothing that changes it.
Claim 53 · checked 24 September 2026 · AI-assisted audit
Claim: The bottleneck is material, not cleverness.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s reading of claims 47 to 53, with Sproat’s point about how little can be learned from small corpora.
Context
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: so that people do not get the impression that one can derive reliable results by such techniques from corpora consisting of only a few hundred or few thousand symbols
Claim 54 · checked 24 September 2026 · AI-assisted audit
What would break them
Claim: What would break them
- Kind
- Framing. Signposting. It asserts nothing a source could check.
Claim: A bilingual inscription, or a long text, or a securely identified related language.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
Follows from the page’s account of what decipherment has needed. Farmer, Sproat and Witzel list a bilingual and a long inscription among the finds that would change their view of the Indus signs.
Context
The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan Civilizationpage 48
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: If any bilingual inscription were discovered that carried a minimum of 30 or so Indus symbols
Claim 56 · checked 24 September 2026 · AI-assisted audit
Claim: All three are matters of excavation and luck rather than of method.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s judgement.
Other readings
A related language is not only a find: Luo and colleagues propose a computational measure of which known language is closest, though on Iberian it found no clear relative (claim 52).
Claim 57 · checked 24 September 2026 · AI-assisted audit
Claim: Linear A is the most promising of the group
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s judgement, resting on the partial reading claims 60 and 62 describe.
Context
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: we are in a position to be able to at least ‘read’, although with an approximation, and to an extend to interpret inscriptions
Claim 58 · checked 24 September 2026 · AI-assisted audit
Claim: and has not yielded.
- Kind
- Historical claim. A statement about the past that historical evidence can test.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Linear A remains to date one of the world’s still undeciphered writing systems
Later work looked for
Crossref, 2021 on, "Linear A" and "decipherment": no accepted decipherment reported; nothing that changes it.
Claim 59 · checked 24 September 2026 · AI-assisted audit
Claim: Its signs are close enough to Linear B’s that the phonetic values of the later script can be read back onto the earlier one,
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: the phonetic values we know for Linear B signs are retrospectively applied to Linear A homomorphic signs, allowing for an approximate reading of Linear A sign-sequences
What this does not establish
The SigLA authors say that some shared signs are argued to share sounds, and call the reading approximate.
Later work looked for
How the method works; not a finding later work revises.
Claim 60 · checked 24 September 2026 · AI-assisted audit
Claim: which gives sounds without giving a language.
- Kind
- What scholars argue. A report of what specialists argue, or where they disagree.
- Review
- Source checked. The cited passage was read, and it says this.
Supports
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: Minoan still resists decipherment as it does not seem to be related to any of the Indo-European
Later work looked for
Crossref, 2021 on, "Linear A" and "Minoan language": nothing that changes it.
Claim 61 · checked 24 September 2026 · AI-assisted audit
Claim: That is what a related script buys on its own: you can roughly pronounce the words and still not know what most of them mean.
- Kind
- This page’s reading. A judgement the page makes from the evidence. Others read it differently.
- Review
- A judgement, not a fact. Reviewed for whether it is fairly put and follows from the checked claims. No source can confirm it.
The page’s reading of claims 60 and 61.
Context
SigLA: The Signs of Linear A, a Palaeographical Databasesection 2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: allowing for an approximate reading of Linear A sign-sequences
Context
SigLA: The Signs of Linear A, a Palaeographical Database§ 4.2
Cited · Link answered, 19 October 2026 · Read in full, 24 September 2026
The source reads: our knowing the meaning of ku-ro is more of an exception than the rule
The authors’ own statement that the meaning of Linear A words is mostly unknown, which is what “most of them” rests on.
Corrected
24 September 2026. Previously: “That is what a related script buys on its own: you can pronounce the words and still not know what any of them mean.” The SigLA authors call the reading approximate and say some inscriptions can be interpreted to an extent, so "any of them" overstated it.
Claim 62 · checked 24 September 2026 · AI-assisted audit
What was read
- Entropic Evidence for Linguistic Structure in the Indus ScriptRao and others, Science · Author’s copy of the Science Brevia (vol. 324, p. 1165) with its supplementary information, homes.cs.washington.edu/~rao/ScienceIndus.pdfRead in full, 24 September 2026 · Copyright; quoted briefly
- SigLA: The Signs of Linear A, a Palaeographical DatabaseSalgarella and Castellan, Proceedings of the Grapholinguistics conference · sigla.phis.me/paper.pdf, dated 20 August 2020Read in full, 24 September 2026 · Copyright; quoted briefly
- Ancient Symbols, Computational Linguistics, and the Reviewing Practices of the General Science JournalsSproat, Computational Linguistics · ACL Anthology J10-3012, Computational Linguistics 36(3), 585 to 594Read in full, 24 September 2026 · Copyright; quoted briefly
- The Decipherment ProcessMycenaean Epigraphy Group, Faculty of Classics, University of Cambridge · PDF from the Faculty of Classics, University of Cambridge; undatedRead in full, 24 September 2026 · Copyright; quoted briefly
- Maya Hieroglyphs: A History of the DeciphermentChristopher Jones, Expedition 27(3), Penn Museum · Penn Museum web edition of Expedition 27(3), November 1985Read in full, 24 September 2026 · Copyright; quoted briefly
- The Collapse of the Indus-Script Thesis: The Myth of a Literate Harappan CivilizationFarmer, Sproat and Witzel, Electronic Journal of Vedic Studies 11(2) · Author’s copy, EJVS 11(2), pages 19 to 57Read in full, 24 September 2026 · Copyright; quoted brieflyPage numbers are the journal’s.
- Entropy, the Indus Script, and Language: A Reply to R. SproatRao and others, Computational Linguistics · ACL Anthology J10-4016, Computational Linguistics 36(4), 795 to 805Read in full, 24 September 2026 · Copyright; quoted briefly
- A Statistical Comparison of Written Language and Nonlinguistic Symbol SystemsSproat, Language · Language 90(2), 457 to 481, the publisher’s open PDF on Project MUSE (named by Unpaywall), read from a Wayback Machine snapshot of 24 November 2025Read in full, 24 September 2026 · Copyright; quoted brieflyProject MUSE’s live copy asks for a verification this environment cannot pass; the archived copy of the same open PDF was read.
- On Statistical Measures and Ancient Writing SystemsRao and others, Language · Crossref abstract, Language 91(4), e198 to e205Abstract only, 24 September 2026 · Copyright; quoted briefly
- Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear BLuo, Cao and Barzilay, Proceedings of the ACL · arXiv:1906.06718Read in full, 24 September 2026 · Copyright; quoted briefly
- Deciphering Undersegmented Ancient Scripts Using Phonetic PriorLuo and others, Transactions of the ACL · arXiv:2010.11054v1Read in full, 24 September 2026 · Copyright; quoted briefly