Decipherment

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

12 shown of 12 papers with code (46 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Style Transfer from Non-Parallel Text by Cross-Alignment
  26 May 2017 12 repositories listed Syntology ran 6 of 7 samples · 1 unverified · 6 pointer-only (licence)
  We demonstrate the effectiveness of this cross-alignment method on three tasks: sentiment modification, decipherment of word substitution ciphers, and recovery of word order.
• A Probabilistic Formulation of Unsupervised Text Style Transfer
  10 Feb 2020 5 repositories listed Syntology ran 18 of 25 samples · 7 unverified · 12 pointer-only (licence)
  Across all style transfer tasks, our approach yields substantial gains over state-of-the-art non-generative baselines, including the state-of-the-art unsupervised machine translation techniques that our approach…
• An open dataset for oracle bone script recognition and decipherment
  27 Jan 2024 2 repositories listed
  Oracle bone script, one of the earliest known forms of ancient Chinese writing, presents invaluable research materials for scholars studying the humanities and geography of the Shang Dynasty, dating back 3, 000 years.
• OracleFusion: Assisting the Decipherment of Oracle Bone Script with Structurally Constrained Semantic Typography
  26 Jun 2025 1 repository listed
  As one of the earliest ancient languages, Oracle Bone Script (OBS) encapsulates the cultural records and intellectual expressions of ancient civilizations.
• Deciphering Oracle Bone Language with Diffusion Models
  2 Jun 2024 1 repository listed Syntology ran 7 of 12 samples · 5 unverified · 12 pointer-only (licence)
  Originating from China's Shang Dynasty approximately 3, 000 years ago, the Oracle Bone Script (OBS) is a cornerstone in the annals of linguistic history, predating many established writing systems.
• Deciphering Undersegmented Ancient Scripts Using Phonetic Prior
  21 Oct 2020 1 repository listed
  We evaluate the model on both deciphered languages (Gothic, Ugaritic) and an undeciphered one (Iberian).
• Phonetic and Visual Priors for Decipherment of Informal Romanization
  5 May 2020 1 repository listed
  Informal romanization is an idiosyncratic process used by humans in informal digital communication to encode non-Latin script languages into Latin character sets found on common keyboards.
• Neural Decipherment via Minimum-Cost Flow: from Ugaritic to Linear B
  16 Jun 2019 1 repository listed
  In this paper we propose a novel neural approach for automatic decipherment of lost languages.
• Sign Clustering and Topic Extraction in Proto-Elamite
  1 Jun 2019 1 repository listed
  We describe a first attempt at using techniques from computational linguistics to analyze the undeciphered proto-Elamite script.
• A Grounded Unsupervised Universal Part-of-Speech Tagger for Low-Resource Languages
  10 Apr 2019 1 repository listed
  We also show extrinsically that incorporating our POS tagger into a name tagger leads to state-of-the-art tagging performance in Sinhalese and Kinyarwanda, two languages with nearly no labeled POS data available.
• Decipherment of Historical Manuscript Images
  9 Oct 2018 1 repository listed
  European libraries and archives are filled with enciphered manuscripts from the early modern period.
• Unsupervised Text Style Transfer using Language Models as Discriminators
  30 May 2018 1 repository listed
  Binary classifiers are often employed as discriminators in GAN-based unsupervised style transfer systems to ensure that transferred sentences are similar to sentences in the target domain.

Syntology lines on 3 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.