Paper Citation Record · LEDGER

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research

As of 8 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2506.09206.

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

pith.paper-citation-record.v1
2506.09206 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:56:54.293976Z

measured 42 of 42 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 2026-08-07T04:56:51.115892Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T04:56:54.553478Z

Reference resolution

41 of 41 outbound references displayed

verified exact5
verified fuzzy24
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2089925c-beba-46cd-898b-d52c76e8e8d9 · outbound

This paper cites Speech models are no exception.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Speech models are no exception

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.211313Z

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 77701bd6-124c-4473-9498-81c5915ac7d3 · outbound

This paper cites SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T04:56:54.558647Z

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 8534efd2-b46b-4b80-9eb4-54909f93960c · outbound

This paper cites Creating The Clean Classroom Speech Base To create the clean version of SimClass, we combine the adult corpora from OCW and Khan Academy with tracks from the MyST dataset.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Creating The Clean Classroom Speech Base To create the clean version of SimClass, we combine the adult corpora from OCW and Khan Academy with tracks from the MyST dataset

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.195584Z

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 02e2c895-a254-4c66-adfd-7ae692b40905 · outbound

This paper cites an unresolved cited work.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Unresolved cited work

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T04:56:55.178172Z

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 c1a527f6-8366-40e2-a5c1-f4c689106075 · outbound

This paper cites In this section, we experiment with using all noise categories in the FreeSound corpus, including Car, AC, Metro, Cafe, Traffic as well as Adult Babble.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research In this section, we experiment with using all noise categories in the FreeSound corpus, including Car, AC, Metro, Cafe, Traffic as well as Adult Babble

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.163293Z

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 8994ac64-8606-49e8-b10a-d9dac61d8025 · outbound

This paper cites We also propose a novel and versatile method of simulating noises uti- lizing game engines.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research We also propose a novel and versatile method of simulating noises uti- lizing game engines

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.145276Z

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 3ec4541a-137d-4387-bcdd-23c00febe779 · outbound

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

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Robust speech recognition via large-scale weak su- pervision,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.121697Z

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 c35654ac-9c87-437d-a248-c98e5cd07493 · outbound

This paper cites Predicting positive transfer for improved low-resource speech recognition using acoustic pseudo-tokens.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Predicting positive transfer for improved low-resource speech recognition using acoustic pseudo-tokens

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:56:54.535488Z

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 44275458-7e5e-455d-b833-02774be3ebb8 · outbound

This paper cites Adapting multilingual speech representation model for a new, underresourced language through multilingual fine-tuning and continued pretraining,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Adapting multilingual speech representation model for a new, underresourced language through multilingual fine-tuning and continued pretraining,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:55.071833Z

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 f94a9b6a-920d-449b-9053-502bb71be3ba · outbound

This paper cites Children’s online privacy pro- tection rule (coppa),.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Children’s online privacy pro- tection rule (coppa),

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.958873Z

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 3773578f-c9fd-4459-9267-dd403c56d24a · outbound

This paper cites CPT-Boosted Wav2vec2.0: Towards Noise Robust Speech Recognition for Classroom Environments.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research CPT-Boosted Wav2vec2.0: Towards Noise Robust Speech Recognition for Classroom Environments

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:56:54.505916Z

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 e0e161d5-fe67-4246-b77c-3cb5c318d843 · outbound

This paper cites Automatic speech recognition tuned for child speech in the classroom,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Automatic speech recognition tuned for child speech in the classroom,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.941111Z

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 43dd2534-3e49-43ca-9c45-f1935b3b0aa6 · outbound

This paper cites Challenges and feasibility of automatic speech recognition for modeling student collaborative discourse in classrooms.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Challenges and feasibility of automatic speech recognition for modeling student collaborative discourse in classrooms

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.924625Z

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 51001073-a95c-4a72-b040-004ffabc7e7b · outbound

This paper cites Towards better domain adaptation for self-supervised models: A case study of child asr,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Towards better domain adaptation for self-supervised models: A case study of child asr,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.904903Z

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 449d6033-d40d-4cfe-aaa9-466b17736008 · outbound

This paper cites Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Benchmarking Children's ASR with Supervised and Self-supervised Speech Foundation Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:52.607141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e474399-6ac2-4ccc-9b4c-e4797aabc045 · outbound

This paper cites My Science Tutor (MyST) -- A Large Corpus of Children's Conversational Speech.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research My Science Tutor (MyST) -- A Large Corpus of Children's Conversational Speech

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:56:54.455782Z

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 3d08e4fe-8aa3-465a-a5fd-dddab6809969 · outbound

This paper cites The ogi kids’ speech cor- pus and recognizers,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research The ogi kids’ speech cor- pus and recognizers,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:52.765228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68cf347f-4d8c-4cb3-bb24-9b59226771ce · outbound

This paper cites The pf star children’s speech corpus,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research The pf star children’s speech corpus,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.879294Z

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 550b5b01-0083-4645-b475-ebf9f3decb97 · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research MUSAN: A Music, Speech, and Noise Corpus

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:52.982979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c4bdbe5-83d3-4de6-a831-10f35ece3cbe · outbound

This paper cites Freesound technical demo,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Freesound technical demo,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.863441Z

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 65e1a854-b61e-4c4d-90f0-d377f6b605a1 · outbound

This paper cites Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0),.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0),

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.848741Z

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 640b2d33-9a6a-421d-9dbc-a205216623d8 · outbound

This paper cites Kid-Whisper: Towards Bridging the Performance Gap in Automatic Speech Recognition for Children VS. Adults.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Kid-Whisper: Towards Bridging the Performance Gap in Automatic Speech Recognition for Children VS. Adults

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:56:54.403623Z

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 12d2012b-7e90-49d3-951a-295bab033224 · outbound

This paper cites MIT OpenCourseWare - YouTube Channel,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research MIT OpenCourseWare - YouTube Channel,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.830615Z

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 c0f340b4-bb97-496b-b7f6-be3b61e332b4 · outbound

This paper cites The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research The NCTE Transcripts: A Dataset of Elementary Math Classroom Transcripts

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:53.520645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 958608f1-7d29-47e8-875f-784c82f450fb · outbound

This paper cites Design for immersive experience: Role of spatial audio in extended reality applications,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Design for immersive experience: Role of spatial audio in extended reality applications,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.810177Z

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 8c0c8be9-81bf-4ca5-9994-ae9e2df84b97 · outbound

This paper cites Immersive sound for xr,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Immersive sound for xr,

Reference 26

Resolution: verified exact; doi, observed 2026-08-07T04:56:54.341973Z

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 1613b884-2842-432e-aa3c-b2b974a3209b · outbound

This paper cites The importance of spa- tial audio in modern games and virtual environments,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research The importance of spa- tial audio in modern games and virtual environments,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.790448Z

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 fbbb9cd0-facb-4bfe-836e-6e73f6ca43f5 · outbound

This paper cites Virtual reality audio game for entertainment and sound localization training,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Virtual reality audio game for entertainment and sound localization training,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.772268Z

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 bb006f8e-91f9-4712-9a44-5afc5b8010c9 · outbound

This paper cites Unity game engine in visualization, simulation and modelling,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Unity game engine in visualization, simulation and modelling,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.758301Z

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 7423588d-e036-409f-be3b-882d337459da · outbound

This paper cites On determinism of game engines used for simulation-based autonomous vehicle verification,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research On determinism of game engines used for simulation-based autonomous vehicle verification,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.743340Z

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 163ae700-0260-4c81-b9ee-cb372bbf9747 · outbound

This paper cites Digital twin simulation of con- nected and automated vehicles with the unity game engine,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Digital twin simulation of con- nected and automated vehicles with the unity game engine,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.727886Z

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 58ce74ff-a70a-4dce-b476-cd901e24a855 · outbound

This paper cites Steam Audio: Real-time Physics-Based Spatial Audio,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Steam Audio: Real-time Physics-Based Spatial Audio,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.699193Z

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 452f6c52-6dc8-49ce-932e-5667002aeed5 · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Lib- rispeech: an asr corpus based on public domain audio books,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.255361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b7f3f79-a12b-4abe-a3a3-de4d6f4b4aad · outbound

This paper cites Ted-lium 3: Twice as much data and corpus repartition for experiments on speaker adaptation,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Ted-lium 3: Twice as much data and corpus repartition for experiments on speaker adaptation,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.663466Z

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 8e6ee05c-bb97-42d9-a098-5a1a891e6af6 · outbound

This paper cites Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.264652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccb08702-a406-4cbb-93dc-a9e3b41bee28 · outbound

This paper cites Storm: A diffusion-based stochastic regeneration model for speech en- hancement and dereverberation,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Storm: A diffusion-based stochastic regeneration model for speech en- hancement and dereverberation,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.269483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a06c4ae1-b5ce-41dc-8d6b-db03a7af6d4c · outbound

This paper cites Investigating rnn-based speech enhancement methods for noise- robust text-to-speech.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Investigating rnn-based speech enhancement methods for noise- robust text-to-speech

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.634853Z

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 0025a848-15fb-4012-828f-d3b3bdd4e092 · outbound

This paper cites Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Perceptual evaluation of speech quality (pesq)-a new method for speech quality assessment of telephone networks and codecs,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.279396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4bd8e12-9cee-49fa-ba05-ecb537ab4e68 · outbound

This paper cites An algorithm for predicting the in- telligibility of speech masked by modulated noise maskers,.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research An algorithm for predicting the in- telligibility of speech masked by modulated noise maskers,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.283563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1203b10-06d2-43e9-bdc4-d39208ddbeaf · outbound

This paper cites Sdr– half-baked or well done?.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research Sdr– half-baked or well done?

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T04:56:54.288059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64cf496f-cdb3-4b59-8913-f9752abb5f7e · outbound

This paper cites One-pass single-channel noisy speech recognition using a combination of noisy and enhanced features.

SimClass: A Classroom Speech Dataset Generated via Game Engine Simulation For Automatic Speech Recognition Research One-pass single-channel noisy speech recognition using a combination of noisy and enhanced features

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:56:54.577042Z

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 77701bd6-124c-4473-9498-81c5915ac7d3 · inbound