Paper Citation Record · LEDGER

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge

As of 9 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2507.09499.

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

pith.paper-citation-record.v1
2507.09499 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:58:02.690378Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:57:59.839965Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T17:58:03.285777Z

Reference resolution

27 of 27 outbound references displayed

verified exact3
verified fuzzy13
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 03c2d87f-06a6-42a8-a370-e47ee3d70a70 · outbound

This paper cites who spoke what and when.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge who spoke what and when

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:05.897024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 81c9dfcc-2d96-4899-a34a-22c8d06e6024 · outbound

This paper cites The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:58:03.408552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 65d6eab6-221f-4855-9a66-210dd3f48e69 · outbound

This paper cites All systems are evaluated on the development set, while only average scores are available on the test set via the official evaluation server.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge All systems are evaluated on the development set, while only average scores are available on the test set via the official evaluation server

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:05.766771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 45897194-b9ea-41a7-88ef-00a4ee4a5ecd · outbound

This paper cites an unresolved cited work.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T17:58:05.634778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 887cd689-e312-4899-b9bd-fe46cb97df0b · outbound

This paper cites Conformer: Convolution-augmented transformer for speech recognition,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Conformer: Convolution-augmented transformer for speech recognition,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:00.164941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91f6fd68-b71c-450b-aba7-fd640a420320 · outbound

This paper cites Recent advances in end-to-end automatic speech recognition,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Recent advances in end-to-end automatic speech recognition,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:05.498348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 743ed3e2-7a1a-4162-a1a4-b7c8647c6c1b · outbound

This paper cites Zipformer: A faster and better encoder for automatic speech recognition,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Zipformer: A faster and better encoder for automatic speech recognition,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:05.356019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 34c99151-aefd-4b70-9762-9dd8993aba5f · outbound

This paper cites Survey of End-to-End Multi-Speaker Automatic Speech Recognition for Monaural Audio.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Survey of End-to-End Multi-Speaker Automatic Speech Recognition for Monaural Audio

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:58:03.164719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 84eb4d3c-8e91-4125-a31e-ff1337f72555 · outbound

This paper cites The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarios.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge The CHiME-7 DASR Challenge: Distant Meeting Transcription with Multiple Devices in Diverse Scenarios

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:00.557270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c5cce0e-d606-4a3b-a2b4-092dd4899545 · outbound

This paper cites The CHiME-7 Challenge: System Description and Performance of NeMo Team's DASR System.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge The CHiME-7 Challenge: System Description and Performance of NeMo Team's DASR System

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:58:02.939877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation da7030a3-21b4-4085-a5ab-ec90aa274fbc · outbound

This paper cites Lexical speaker error cor- rection: Leveraging language models for speaker diarization error correction,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Lexical speaker error cor- rection: Leveraging language models for speaker diarization error correction,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:05.175760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b791640-2217-49a6-b668-0b893c79bb7a · outbound

This paper cites Di- arizationlm: Speaker diarization post-processing with large lan- guage models,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Di- arizationlm: Speaker diarization post-processing with large lan- guage models,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.964162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f6a6cec-c45c-4725-a44f-ab1dcd5500cb · outbound

This paper cites Recognizing multi-talker speech with permutation invariant training,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Recognizing multi-talker speech with permutation invariant training,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.771991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2fee1bcb-1d64-47ed-8f74-9cf67610d41b · outbound

This paper cites Seri- alized output training for end-to-end overlapped speech recogni- tion,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Seri- alized output training for end-to-end overlapped speech recogni- tion,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.543904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 14b504ff-04d7-4c39-90a2-b679978555e0 · outbound

This paper cites Streaming speaker-attributed asr with token-level speaker embeddings,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Streaming speaker-attributed asr with token-level speaker embeddings,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.372610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f6701af-de48-4ff8-b481-21d210dfa6a8 · outbound

This paper cites Meeteval: A toolkit for computation of word error rates for meeting transcription systems,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Meeteval: A toolkit for computation of word error rates for meeting transcription systems,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.149939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f3f5baf-da44-4948-8150-38964a23088a · outbound

This paper cites Diarization-Aware Multi-Speaker Automatic Speech Recognition via Large Language Models.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Diarization-Aware Multi-Speaker Automatic Speech Recognition via Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:01.482455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec14009a-c9d5-4866-bf53-060fa22c6308 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge LLaMA: Open and Efficient Foundation Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:01.580349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14abcc33-20b7-4132-8f90-d1b6a151e8d4 · outbound

This paper cites Qwen2.5: A party of foundation models,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Qwen2.5: A party of foundation models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:01.692056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f10932c3-2ae1-4e3c-8ed8-477dd2d1d354 · outbound

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

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Robust speech recognition via large-scale weak su- pervision,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:03.827220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 25de893e-f8d4-4e85-8e3d-1e2b62c6baae · outbound

This paper cites DeepSeek-V3 Technical Report.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge DeepSeek-V3 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:01.957537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62cac3c7-7378-473c-b10f-5ee3b73352d3 · outbound

This paper cites Lora: Low-rank adaptation of large language models.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Lora: Low-rank adaptation of large language models

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:04.009398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 763ffb13-5716-423b-9d3e-db8de597bbff · outbound

This paper cites Sequence-to-Sequence Neural Diarization with Automatic Speaker Detection and Representation.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Sequence-to-Sequence Neural Diarization with Automatic Speaker Detection and Representation

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:02.179317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9669e7da-b83f-4832-a5cc-cebe102c1bb5 · outbound

This paper cites Deep residual learning for image recognition,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Deep residual learning for image recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:02.312131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b202adb-a4c8-4039-a7ce-c5dd6503a4af · outbound

This paper cites V oxceleb2: Deep speaker recognition,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge V oxceleb2: Deep speaker recognition,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:02.552648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2bc648c-f9e4-4bc7-9a39-95a2c751aa08 · outbound

This paper cites V oxblink2: A 100k+ speaker recognition corpus and the open- set speaker-identification benchmark,.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge V oxblink2: A 100k+ speaker recognition corpus and the open- set speaker-identification benchmark,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:58:03.609990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6b6f28a-1b4b-4fed-8f52-3de00bf04496 · outbound

This paper cites Available: https://qwenlm.github.io/blog/qwen2.

The DKU System for Multi-Speaker Automatic Speech Recognition in MLC-SLM Challenge Available: https://qwenlm.github.io/blog/qwen2

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-06T17:58:01.849396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 81c9dfcc-2d96-4899-a34a-22c8d06e6024 · inbound