Paper Citation Record · LEDGER

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR

As of 14 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2608.03610.

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

pith.paper-citation-record.v1
2608.03610 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:22:01.032718Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:22:00.900602Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T16:07:19.052988Z

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy12
unresolved17
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ecff545-80c5-424b-959e-8a8c3f388445 · outbound

This paper cites an unresolved cited work.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:22:01.876907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ab036eab-8955-48ce-a127-b707d7c1f277 · outbound

This paper cites Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.900602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f69d225d-3ee3-47b7-a066-7730b5568ca2 · outbound

This paper cites T eacher 1 supervision T eacher Model m ( Encoder + adaptor ) T eacher Model m (LLM decoder) T oken 1 T oken 2 T oken n.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR T eacher 1 supervision T eacher Model m ( Encoder + adaptor ) T eacher Model m (LLM decoder) T oken 1 T oken 2 T oken n

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.905638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa360aa3-e430-4103-89da-be72bca6a52e · outbound

This paper cites an unresolved cited work.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:22:01.853550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b59dc7a9-0c98-400f-b92d-fc2e912f6f17 · outbound

This paper cites Language-Specialized RL Teacher Training Prior to conducting MOPD, we construct a suite of teacher models specialized for distinct language categories.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Language-Specialized RL Teacher Training Prior to conducting MOPD, we construct a suite of teacher models specialized for distinct language categories

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.836587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 935cddc8-c786-46b1-8b16-517bf95ecc73 · outbound

This paper cites Advanced Open-source Models.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Advanced Open-source Models

Reference 6

Resolution: malformed identifier; raw_fallback, observed 2026-08-11T04:22:01.818510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bed16bdc-c279-4159-a5c3-cea5dd2f2586 · outbound

This paper cites an unresolved cited work.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T04:22:01.801269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d5cd0330-cb34-4039-8265-c9ab44e1570d · outbound

This paper cites Seed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Seed-ASR: Understanding Diverse Speech and Contexts with LLM-based Speech Recognition

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.929409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d33867-07d4-49da-bfbc-c3a2f0a460e2 · outbound

This paper cites Fun-ASR technical report,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Fun-ASR technical report,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.934217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d960b0c2-76bc-4551-9c94-6f99f70d9ce7 · outbound

This paper cites Qwen3-ASR Technical Report.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Qwen3-ASR Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.938172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c79c076b-5389-4a21-b89d-c936e96ad2c8 · outbound

This paper cites Investigating the Impact of Cross-lingual Acoustic-Phonetic Similarities on Multilingual Speech Recognition.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Investigating the Impact of Cross-lingual Acoustic-Phonetic Similarities on Multilingual Speech Recognition

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-11T04:22:01.401773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation de1da9f3-de2b-4910-ae60-69daf68a933b · outbound

This paper cites On negative interference in multilingual models: Findings and a meta-learning treatment,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR On negative interference in multilingual models: Findings and a meta-learning treatment,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.785793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d65e6bb9-cbfd-4cd3-9d74-d85faca1d997 · outbound

This paper cites MiMo-V2-Flash Technical Report.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR MiMo-V2-Flash Technical Report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.953417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4ddb6d2-a617-47a3-8c99-6578f5b2bdf5 · outbound

This paper cites MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.958330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5ebb9cd-ff91-4de6-b6ba-565e2239c5ea · outbound

This paper cites Nemotron-Cascade 2: Post-training llms with cascade rl and multi-domain on-policy distillation,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Nemotron-Cascade 2: Post-training llms with cascade rl and multi-domain on-policy distillation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.962725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e7ce65-5f3e-4324-9d1d-94ca567356a6 · outbound

This paper cites DeepSeek-V4: Towards highly ef- ficient million-token context intelligence,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR DeepSeek-V4: Towards highly ef- ficient million-token context intelligence,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.967019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d35a5695-5caa-479e-addd-ef1751386254 · outbound

This paper cites DAPO: An open-source llm reinforcement learning system at scale,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR DAPO: An open-source llm reinforcement learning system at scale,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.767926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ce4e4381-2621-4216-85d6-1c0d1d48e0fb · outbound

This paper cites FireRedASR2S: A state-of-the-art industrial-grade all-in-one automatic speech recognition system,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR FireRedASR2S: A state-of-the-art industrial-grade all-in-one automatic speech recognition system,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.975747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d11b873a-ecb2-423b-b1fa-7812145c2ae1 · outbound

This paper cites NIM4-ASR: Towards Efficient, Robust, and Customizable Real-Time LLM-Based ASR.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR NIM4-ASR: Towards Efficient, Robust, and Customizable Real-Time LLM-Based ASR

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.980270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93545910-0e44-461b-b1fe-90aacbf6864f · outbound

This paper cites MOSA: Mixtures of simple adapters outperform monolithic approaches in llm-based multilingual asr,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR MOSA: Mixtures of simple adapters outperform monolithic approaches in llm-based multilingual asr,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.751278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 39ce51d1-9c0e-44e3-9564-1bdef3d74887 · outbound

This paper cites Enhancing multilingual llm-based asr with mixture of experts and dynamic downsampling,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Enhancing multilingual llm-based asr with mixture of experts and dynamic downsampling,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.736386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5a76a0e6-462b-419f-a0a8-86fd3c19e535 · outbound

This paper cites Language-Aware Distillation for Multilingual Instruction-Following Speech LLMs with ASR-Only Supervision.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Language-Aware Distillation for Multilingual Instruction-Following Speech LLMs with ASR-Only Supervision

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:00.993596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62117d59-08be-44e8-b626-67a925d9b96e · outbound

This paper cites On-policy distillation of language models: Learning from self-generated mistakes,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR On-policy distillation of language models: Learning from self-generated mistakes,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.723930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bbcd34bf-b68a-4cad-80f1-bc7d7a84a0f4 · outbound

This paper cites Step-Audio 2 Technical Report.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Step-Audio 2 Technical Report

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:01.001615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2416666b-a4fb-4f92-90c1-87bb54ffcb33 · outbound

This paper cites Qwen3-Omni Technical Report.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR Qwen3-Omni Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T04:22:01.006499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1695884-d337-4a42-83bc-80de8fb4a8ce · outbound

This paper cites MiMo-V2.5-ASR: Robust speech recognition across languages, dialects, and complex acoustic scenarios,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR MiMo-V2.5-ASR: Robust speech recognition across languages, dialects, and complex acoustic scenarios,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.703752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3b5af1fe-f8fe-4e71-b09a-b7957293dad8 · outbound

This paper cites WenetSpeech: A 10000+ hours multi-domain man- darin corpus for speech recognition,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR WenetSpeech: A 10000+ hours multi-domain man- darin corpus for speech recognition,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.571396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 869edf0b-bd65-4677-9832-1ac94ae01359 · outbound

This paper cites KeSpeech: An open source speech dataset of mandarin and its eight subdialects,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR KeSpeech: An open source speech dataset of mandarin and its eight subdialects,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.554439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c7485cf7-91e6-4122-9dd6-012c2230d84b · outbound

This paper cites WenetSpeech-Yue: A large-scale can- tonese speech corpus with multi-dimensional annotation,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR WenetSpeech-Yue: A large-scale can- tonese speech corpus with multi-dimensional annotation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.538915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2cfa9f13-6b43-4f40-91ce-37e850476da7 · outbound

This paper cites LibriSpeech: An asr corpus based on public do- main audio books,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR LibriSpeech: An asr corpus based on public do- main audio books,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.525221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fc1eee9b-b491-44cd-adbf-02a118c7f7fe · outbound

This paper cites ZeRO: Memory optimizations toward training tril- lion parameter models,.

Language-Specialized Multi-Teacher On-Policy Distillation for Multilingual LLM-Based ASR ZeRO: Memory optimizations toward training tril- lion parameter models,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:22:01.511434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 2b0574a2-cf5d-4523-9962-840a2f936a92 · inbound