Paper Citation Record · LEDGER

Intelligibility of Text-to-Speech Systems for Mathematical Expressions

As of 8 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 1 inbound Pith citation observation for arXiv:2506.11086.

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

pith.paper-citation-record.v1
2506.11086 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:39:49.391239Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:39:46.841043Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T10:39:50.611069Z

Reference resolution

40 of 40 outbound references displayed

verified exact4
verified fuzzy31
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 94bf128a-3592-4a04-b3e7-c6330e6c4682 · outbound

This paper cites Intelligibility of Text-to-Speech Systems for Mathematical Expressions.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Intelligibility of Text-to-Speech Systems for Mathematical Expressions

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T10:39:50.706180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0cd8c22e-6fd1-44f3-8bc0-13ec0886edd9 · outbound

This paper cites Dataset There are limited datasets focusing on TTS using MX.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Dataset There are limited datasets focusing on TTS using MX

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:58.782872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 77ee0533-662c-40d3-85c3-b25829dd7b00 · outbound

This paper cites Did not understand.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Did not understand

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:58.124104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25cda150-b336-4dc1-9a31-8dc8f8fe643d · outbound

This paper cites These met- rics address RQ1.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions These met- rics address RQ1

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:57.933370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9434e9f7-eda6-4256-9d0f-4360aab65791 · outbound

This paper cites an unresolved cited work.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:39:57.747061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a2d75bda-b190-40f5-a587-941f23bff5cc · outbound

This paper cites We observe that LLMs, such as GPT4, can pro- vide the pronunciations from MX.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions We observe that LLMs, such as GPT4, can pro- vide the pronunciations from MX

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:57.354413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 447e9a44-8b91-4c16-a47d-06a21ab21b7b · outbound

This paper cites These increase LCER and reduce CoC and TeXBLEU metrics.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions These increase LCER and reduce CoC and TeXBLEU metrics

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:57.560718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 432a0e03-9b8f-49cc-bbd0-419f39c33419 · outbound

This paper cites Adaptive math-to-speech interface,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Adaptive math-to-speech interface,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.911129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 038a4d0f-3d1f-4eb3-8280-74bcfe506cac · outbound

This paper cites Recent Advances in Speech Language Models: A Survey.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Recent Advances in Speech Language Models: A Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:47.340916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f73640-5419-40df-844e-422ee68ac86b · outbound

This paper cites Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Deep learning-based expressive speech synthesis: a systematic review of approaches, challenges, and resources,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:57.179704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e5e29581-387e-402b-93c0-1c2ce620c846 · outbound

This paper cites E2 tts: Embarrassingly easy fully non-autoregressive zero-shot tts,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions E2 tts: Embarrassingly easy fully non-autoregressive zero-shot tts,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:55.691481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68de4baf-9683-4790-adc6-fd2beb2b51bc · outbound

This paper cites MathBridge: A Large Corpus Dataset for Translating Spoken Mathematical Expressions into $LaTeX$ Formulas for Improved Readability.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions MathBridge: A Large Corpus Dataset for Translating Spoken Mathematical Expressions into $LaTeX$ Formulas for Improved Readability

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:39:49.691625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b6aa5b1a-a493-48da-93a9-0dd31f4067d4 · outbound

This paper cites Handwritten mathematical expressions dataset,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Handwritten mathematical expressions dataset,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:54.863506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f3374d6c-1fb8-4957-9736-aea58b0e2e54 · outbound

This paper cites Combining speech and handwriting modalities for mathematical expression recognition,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Combining speech and handwriting modalities for mathematical expression recognition,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:54.352267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5adaf446-c770-4a7d-b721-2c9ed7d12374 · outbound

This paper cites Mathematical for- mulas in text to speech system,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Mathematical for- mulas in text to speech system,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:54.079575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0c760b1f-5773-408f-9b7b-8bc724c0edd2 · outbound

This paper cites Mathvision: An accessible intelligent agent for visually impaired people to understand mathematical equa- tions,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Mathvision: An accessible intelligent agent for visually impaired people to understand mathematical equa- tions,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.780163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e0e1a154-5221-4551-8bbc-01f0e749fa4b · outbound

This paper cites Rule-based intelligent system verbal- izing mathematical notation,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Rule-based intelligent system verbal- izing mathematical notation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.704968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e5e72979-9e73-482b-b956-8973d900cc2f · outbound

This paper cites Grammar- driven text-to-speech application for articulation of mathematical expressions.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Grammar- driven text-to-speech application for articulation of mathematical expressions

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.561975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18bade5b-f381-447d-a52b-4965c3b98117 · outbound

This paper cites Provide a pronunciation for the mathematical expression given in Latex below.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Provide a pronunciation for the mathematical expression given in Latex below

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:58.453019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2f0b066e-85a7-4f27-8785-9cce5677ba35 · outbound

This paper cites MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions MathSpeech: Leveraging Small LMs for Accurate Conversion in Mathematical Speech-to-Formula

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:39:50.458803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97191ed6-72f2-4940-a2fa-07fe056f13d0 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Exploring the limits of transfer learning with a unified text-to-text transformer,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.387185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9b56a5be-1ce7-425f-95c9-b31631902099 · outbound

This paper cites A call for clarity in reporting BLEU scores,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions A call for clarity in reporting BLEU scores,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.239272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3b7155d0-02ab-4f0a-830d-b6487c34bab3 · outbound

This paper cites Listening to formulas: Pioneering models and datasets for converting speech to latex equations,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Listening to formulas: Pioneering models and datasets for converting speech to latex equations,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:53.077943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 125265bb-abd3-49d4-91e5-4742e8bd3942 · outbound

This paper cites Amazon polly,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Amazon polly,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.608944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa79960a-7e3d-41a2-91b8-1b8c623b885a · outbound

This paper cites MathReader : Text-to-Speech for Mathematical Documents.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions MathReader : Text-to-Speech for Mathematical Documents

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:39:50.220847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation def506da-b633-4460-8dc7-1c891178c810 · outbound

This paper cites Techniques for automatically correcting words in text,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Techniques for automatically correcting words in text,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.448266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3c765e38-c718-4b96-9999-2703dd7debe6 · outbound

This paper cites Towards a prosodic model for synthe- sized speech of mathematical expressions in mathml,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Towards a prosodic model for synthe- sized speech of mathematical expressions in mathml,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.663377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cdd73610-2092-4e29-a8c0-7a441ff8d4c4 · outbound

This paper cites Evaluating leading text-to-speech models,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Evaluating leading text-to-speech models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.521007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7376cd59-218b-4601-a9c8-325356bda210 · outbound

This paper cites Hamex-a handwritten and audio dataset of mathematical expressions,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Hamex-a handwritten and audio dataset of mathematical expressions,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.392331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0e5371c4-eb69-491d-9c9d-017eb6abd576 · outbound

This paper cites Seamless: Multilingual expressive and streaming speech translation,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Seamless: Multilingual expressive and streaming speech translation,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.222936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c852fc4-25e9-4d2f-8382-101b71fa7192 · outbound

This paper cites Google text-to-speech,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Google text-to-speech,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.106894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d03f3bf4-508b-4c19-8d4a-5f44d5dd0fad · outbound

This paper cites Azure ai speech,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Azure ai speech,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.923809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdf9e3a8-e3ec-4fdd-b232-cec4ab826057 · outbound

This paper cites Openai text-to-speech guide,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Openai text-to-speech guide,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.792767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9bcfb173-9991-4b31-a4e7-073319fd9b0c · outbound

This paper cites TeXBLEU: Automatic Metric for Evaluate LaTeX Format.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions TeXBLEU: Automatic Metric for Evaluate LaTeX Format

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:39:49.972657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f7d337fa-0e8a-487b-b227-0f4f48898ce6 · outbound

This paper cites ITU-R BS.1534: Method for the Subjective Assessment of Intermediate Quality Levels of Coding Systems,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions ITU-R BS.1534: Method for the Subjective Assessment of Intermediate Quality Levels of Coding Systems,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.262207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ea6ec858-8e05-4514-8b45-9a80f9b4c095 · outbound

This paper cites Analysis of variance (anova),.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Analysis of variance (anova),

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:51.130905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c1c2252-cc5f-499c-9193-350ba8198365 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Robust speech recognition via large-scale weak supervision,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:49.223669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb403fbe-5690-410b-aeec-47027d65b2f1 · outbound

This paper cites Assessing speech-to- text translation quality: An overview of key metrics,.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Assessing speech-to- text translation quality: An overview of key metrics,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:50.920928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f12e3fdf-e645-440b-b523-bfef3372a5b8 · outbound

This paper cites Available: https://aclanthology.org/W18-6319/.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Available: https://aclanthology.org/W18-6319/

Reference 191

Resolution: unresolved; no resolver link, observed 2026-08-07T10:39:47.996301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f94c41b3-612a-4d86-923d-f2ea1b7085c1 · outbound

This paper cites Available: https://openreview.net/forum?id= pflsJ6V6CL.

Intelligibility of Text-to-Speech Systems for Mathematical Expressions Available: https://openreview.net/forum?id= pflsJ6V6CL

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:39:52.917669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 94bf128a-3592-4a04-b3e7-c6330e6c4682 · inbound