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Paper Citation Record · LEDGER

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models

As of 18 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2505.12973.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.12973 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:26:36.454590Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

14 of 14 outbound references displayed

  • verified exact1
  • verified fuzzy10
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 43b64086-0042-48b3-ab79-bd4a80d61d80 · outbound

This paper cites Common Voice: A Massively-Multilingual Speech Corpus.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models Common Voice: A Massively-Multilingual Speech Corpus

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T20:26:36.420610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:26:36.420610Z digest=sha256:8abcc389efa8d24e404649dca5c9dc4f0ddf091e78ad9434e732dd68c8c508af

Observation 85b4a9ac-44b4-4e72-a91f-7bf972ad391b · outbound

This paper cites Multi-Module G2P Converter for Persian Focusing on Relations between Words.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models Multi-Module G2P Converter for Persian Focusing on Relations between Words

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-15T20:26:36.505173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.454590Z digest=sha256:32f568235dae28a2c1463185b597bd6598d77989f05780750c39cade19f60634

Observation 45025578-a862-4093-92e7-912b26ab4418 · outbound

This paper cites GPT-4o System Card.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models GPT-4o System Card

Reference 635

Resolution
unresolved
no resolver link, observed 2026-08-15T20:26:36.438625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:26:36.438625Z digest=sha256:5528fae74f3ac8c01d55e53cb2d0e566632fa06a4abfcc6552ff0bf45824356f

Observation b8679ad4-a628-4dbf-8225-3344431d95b9 · outbound

This paper cites https://www.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https://www

Reference 2002

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.756856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.381025Z digest=sha256:e2df1fa268aa2165684c7cec5ba30fe0f52f56501d2c4f5b484d02a87d2a93ec

Observation 83274c58-d963-4abe-b51c-073afe4a7f98 · outbound

This paper cites https: //peykaregan.ir/dataset/%D9%88%D8%A7% DA%98%DA%AF%D8%A7%D9%86-%D8%B2%D8%A7%DB% 8C%D8%A7%DB%8C-%D8%B2%D8%A8%D8%A7%D9%86-% D9%81%D8%A7%D8%B1%D8%B3%DB%8C.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https: //peykaregan.ir/dataset/%D9%88%D8%A7% DA%98%DA%AF%D8%A7%D9%86-%D8%B2%D8%A7%DB% 8C%D8%A7%DB%8C-%D8%B2%D8%A8%D8%A7%D9%86-% D9%81%D8%A7%D8%B1%D8%B3%DB%8C

Reference 2004

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.739235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.386649Z digest=sha256:5d4509f10572bf80611ec8da9eac4dae43d1a00c87764e0fe5fbc0aaa013e169

Observation 2d4f7cc6-fa77-4234-bbd3-6403aaf5410f · outbound

This paper cites https://www.nvaccess.org/.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https://www.nvaccess.org/

Reference 2007

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.720967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.391532Z digest=sha256:cc051017f01d403f54d3f0be587f282555adba9ba0a57f348b0b6ddfbc6e17a1

Observation 1339db9c-f000-487f-8551-b5398f35c927 · outbound

This paper cites Procedia-Social and Behavioral Sciences , 103:473–484.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models Procedia-Social and Behavioral Sciences , 103:473–484

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.608150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.443387Z digest=sha256:65438ddd4dd7108d6aff658d47b80f1aa66eab931ec357d6115e4512bd863f5d

Observation a197d7c8-e5f5-4f79-b5b4-2f8ad881aa71 · outbound

This paper cites Advances in Computer Science: an International Journal , 4(5):101–106.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models Advances in Computer Science: an International Journal , 4(5):101–106

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.589975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.448023Z digest=sha256:b659d604580de232e94eb8db2c1e2cfbe294b27b901a8548413792f02002ddf8

Observation dd61b565-a9ee-42ee-9e9c-89927faef5bf · outbound

This paper cites http://farhang.apll.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models http://farhang.apll

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.703821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.397400Z digest=sha256:b744af1b2f5aad8e78288705fcd2a20ed93f581a2e8d70ed7763cb32b3e85d21

Observation b300cc4d-bd13-4dd8-8194-edfa0624a7dc · outbound

This paper cites In Proceedings of the Eleventh International Conference on Language Re- sources and Evaluation (LREC 2018).

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models In Proceedings of the Eleventh International Conference on Language Re- sources and Evaluation (LREC 2018)

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.628216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.433038Z digest=sha256:799ab33bf77d1063c6d484ef7c47c9dc5609ddb33ca68aee8a168adcf6a2e63a

Observation 205d3daa-fc9e-40b4-92cb-560f3ac99680 · outbound

This paper cites https://github.com/ tihu-nlp/tihudict.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https://github.com/ tihu-nlp/tihudict

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.686393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.402813Z digest=sha256:66a298f0211e16015b4dc7947b149069666958ac7d272b0f1b5e14b2d417bd6a

Observation 931e271c-bfbc-4005-9584-2896b239db99 · outbound

This paper cites https://github.com/ lotusfa/IPA-Translator.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https://github.com/ lotusfa/IPA-Translator

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.667896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.409938Z digest=sha256:56ae259063ef0a64d9151530b55bffaf8d4cced3caba54bdb11ea93bfcc297e8

Observation 3893bfee-1502-4e84-8d4b-e5486f50dde4 · outbound

This paper cites https://github.com/ open-dict-data/ipa-dict.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models https://github.com/ open-dict-data/ipa-dict

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:26:36.649145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.414964Z digest=sha256:6f94fff991130137b06fa8cb58176404854db94328e071ecd0a5e5c6480d7669

Observation 94cd98a8-7e5d-419c-a450-1da36fb2da46 · outbound

This paper cites Word Sense Disambiguation in Persian: Can AI Finally Get It Right?.

Fast, Not Fancy: Rethinking G2P with Rich Data and Rule-Based Models Word Sense Disambiguation in Persian: Can AI Finally Get It Right?

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T20:26:36.550877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T20:26:36.426991Z digest=sha256:7a8517b4344918e9e1c164dcd8d9d171925732d4687afdf9476ab584e7b8c6e0

Pith citing papers

No inbound Pith citation observations are available.