Paper Citation Record · LEDGER

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts

As of 7 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2508.10009.

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

pith.paper-citation-record.v1
2508.10009 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:05:46.447560Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T01:05:43.913842Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T01:05:46.601121Z

Reference resolution

31 of 31 outbound references displayed

verified exact0
verified fuzzy21
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 586c0fd9-9f91-47e6-b24d-e0a6ec76ebec · outbound

This paper cites Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T01:05:46.690100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fbb2e7e8-46e7-41d7-b8d2-f8a1c289cea2 · outbound

This paper cites Further details are presented in the following subsections.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Further details are presented in the following subsections

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:50.422775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e6ec2d64-78eb-446e-a424-3b027d711362 · outbound

This paper cites Datasets 3.1.1.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Datasets 3.1.1

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:50.305824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0aeff68f-136c-4610-8c23-4e739c4276f6 · outbound

This paper cites Decoder S-MoE To validate the effectiveness of S-MoE applied to the decoder blocks, we conducted experiments on two tasks: Korean-to- English (ko2en) ST and Korean ASR (ko-ASR).

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Decoder S-MoE To validate the effectiveness of S-MoE applied to the decoder blocks, we conducted experiments on two tasks: Korean-to- English (ko2en) ST and Korean ASR (ko-ASR)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:50.012876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8aa07d1d-aefc-43ca-bda8-c453b431af92 · outbound

This paper cites By us- ing guiding tokens instead of dynamic gating functions, S-MoE ensures efficient training and inference while improving per- formance across various tasks.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts By us- ing guiding tokens instead of dynamic gating functions, S-MoE ensures efficient training and inference while improving per- formance across various tasks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:49.696543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d9e30dc1-fdae-407f-aa2d-6e8400a5ed5a · outbound

This paper cites Sources of degradation of speech recognition in the telephone network,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Sources of degradation of speech recognition in the telephone network,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:49.372762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 52a8f881-d60d-4db8-ad6b-d52e9d955011 · outbound

This paper cites Training wideband acoustic mod- els using mixed-bandwidth training data for speech recognition,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Training wideband acoustic mod- els using mixed-bandwidth training data for speech recognition,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:49.194971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ad7de39c-ef70-43ce-85c2-34c2e3cdf340 · outbound

This paper cites Multi-Task Learning with Deep Neural Networks: A Survey.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Multi-Task Learning with Deep Neural Networks: A Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:44.392830Z

Source-reported events for the cited work

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Observation 8b4dfa92-13ca-4b43-b161-c2d33b5e5357 · outbound

This paper cites An Overview of Multi-Task Learning in Deep Neural Networks.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts An Overview of Multi-Task Learning in Deep Neural Networks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:44.487656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3df0ff5c-f5c7-4ec8-9e47-2ad73d12ec50 · outbound

This paper cites A survey on multi-task learning ieee transactions on knowledge and data engineering,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts A survey on multi-task learning ieee transactions on knowledge and data engineering,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:49.508010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 13ecb848-b814-4af7-853b-f9a0e5895d14 · outbound

This paper cites Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:44.679323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b14f26aa-863c-4f9f-8fb7-d577a9f976d5 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:44.775645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd40c53-6442-45f1-b63d-2d5296943386 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:48.012664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1ffa1fea-0693-407b-934a-1c9022565ecd · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:47.877416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eaeb04fd-c4b1-4509-9e5f-27669a752e2d · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:49.060196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bed821b7-7dc2-48d8-8567-32de69b8f85a · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:48.848835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f46f5ba2-6f3d-4384-b665-a628fc6e8ef8 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:48.642320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d5367c58-a785-4998-84df-386c5f577384 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:48.440198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation db6ba20b-e15a-44fb-8a18-ec018b8b582e · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:48.164816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 072708d6-4e41-4654-a0ed-d3ab503c465a · outbound

This paper cites Pulse code modulation (pcm) of voice fre- quencies,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Pulse code modulation (pcm) of voice fre- quencies,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:46.982149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 33a791ee-bc8a-4d32-8f6d-292134b25192 · outbound

This paper cites Our in-house test sets consist of 1,000 samples of male and female speech from daily conversations, with refer- ence translations curated by professional translators.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Our in-house test sets consist of 1,000 samples of male and female speech from daily conversations, with refer- ence translations curated by professional translators

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:50.162275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aa6474cd-aa62-4796-975f-820f642c40e4 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:47.654187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a1f6a03c-ea88-490c-be24-e1e607f20541 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:47.474698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 38a3220f-17f0-4c27-8d6f-3a9caec67139 · outbound

This paper cites Whisper is a widely used mul- tilingual speech model trained with diverse language pairs.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Whisper is a widely used mul- tilingual speech model trained with diverse language pairs

Reference 24

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T01:05:49.880492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 49206302-ec76-4c0c-8fc2-e0053d1bb54b · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:47.280919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c4cad7bc-fb68-44ec-99b9-fde756a834a2 · outbound

This paper cites [Online].

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts [Online]

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:47.116778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e2fefd12-a43e-47c1-9e49-927204004dd2 · outbound

This paper cites The adaptive multirate wideband speech codec (amr-wb),.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts The adaptive multirate wideband speech codec (amr-wb),

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:45.952971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad761f03-d506-4a96-bd8f-686fc5e454ef · outbound

This paper cites Fleurs: Few-shot learning evaluation of universal representations of speech,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Fleurs: Few-shot learning evaluation of universal representations of speech,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:46.175496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29b34952-b47b-4dee-9584-9a971a3bf21d · outbound

This paper cites Attention is all you need,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Attention is all you need,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T01:05:46.876936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bd80abc3-b9aa-49ce-9548-76222386d705 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation,.

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Bleu: a method for automatic evaluation of machine translation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:46.369512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be105f0-24c8-4d44-b516-90f8e82b548b · outbound

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

Beyond Hard Sharing: Efficient Multi-Task Speech-to-Text Modeling with Supervised Mixture of Experts Robust speech recognition via large-scale weak supervision,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T01:05:46.447560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 586c0fd9-9f91-47e6-b24d-e0a6ec76ebec · inbound