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Paper Citation Record · LEDGER

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2505.23207.

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

pith.paper-citation-record.v1
2505.23207 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:55:24.534982Z

measured 34 of 34 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 2026-08-07T12:55:22.270498Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:55:26.461821Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact9
  • verified fuzzy16
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d5a2b0e-7db5-476e-8385-2cfddbf7dc21 · outbound

This paper cites Overlapping regions present unique challenges, as they involve both overlap of speech segments and speaker identities.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Overlapping regions present unique challenges, as they involve both overlap of speech segments and speaker identities

Reference 1

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raw_fallback, observed 2026-08-07T12:55:27.881421Z

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.

source=pdf_text observed=2026-08-07T12:55:22.204152Z digest=sha256:45023bb80aee263edde8c81b8c57d915af30178f1f3ff7f9fc48a6d2a3850441

Observation 01f4d765-3c10-453b-a958-7fd9cc6d5a7e · outbound

This paper cites We be- gin with an overview of the progressive OSD architecture, fol- lowed by a detailed explanation of the progressive OSD training strategy.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM We be- gin with an overview of the progressive OSD architecture, fol- lowed by a detailed explanation of the progressive OSD training strategy

Reference 2

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raw_fallback, observed 2026-08-07T12:55:27.776832Z

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.

source=pdf_text observed=2026-08-07T12:55:22.362092Z digest=sha256:437970d3508f4abb22b023a04c8190b889eae2da9e42736f12e4e932c9a48a8b

Observation d0a1eabd-7eed-407a-8820-ee4890fd8a98 · outbound

This paper cites Experiments setup In this section, we describe the experimental setup used for our paper, including the datasets and training configurations.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Experiments setup In this section, we describe the experimental setup used for our paper, including the datasets and training configurations

Reference 3

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raw_fallback, observed 2026-08-07T12:55:27.601092Z

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.

source=pdf_text observed=2026-08-07T12:55:22.540302Z digest=sha256:8f5afe820b363a9cea76d8501636d7719d144c8f69a02ce1f7a173b369b38fbd

Observation 2cb4a584-f50c-45a1-a8d2-4053d88c68f4 · outbound

This paper cites Ex- perimental results consistently demonstrate the advantages of this approach across different configurations.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Ex- perimental results consistently demonstrate the advantages of this approach across different configurations

Reference 4

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raw_fallback, observed 2026-08-07T12:55:27.480431Z

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.

source=pdf_text observed=2026-08-07T12:55:22.623923Z digest=sha256:4b2da2d8f84735f34ec7e70211d1012b00bd3d888a876ee751802cd7f05a634d

Observation 54bfc9cf-c1a6-41d2-91e2-7490932c5b79 · outbound

This paper cites Detection of overlapping speech for the purposes of speaker diarization,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Detection of overlapping speech for the purposes of speaker diarization,

Reference 5

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raw_fallback, observed 2026-08-07T12:55:27.048409Z

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.

source=pdf_text observed=2026-08-07T12:55:23.056677Z digest=sha256:1b3d72c4abfa65103792c703199a232ee6de6c881267cfe980923dba1b55148f

Observation 19b4013f-3da8-48cb-99b7-59c0466f72c6 · outbound

This paper cites Overlap-aware diarization: resegmentation using neural end-to-end overlapped speech detection.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Overlap-aware diarization: resegmentation using neural end-to-end overlapped speech detection

Reference 6

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local_arxiv, observed 2026-08-07T12:55:26.413671Z

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.

source=pdf_text observed=2026-08-07T12:55:23.123922Z digest=sha256:31fd7d29b37220586832c84d4468e93180277352dae8dcf5e51bfe4346076e02

Observation 7801a417-4517-4951-915e-a1b063b288fd · outbound

This paper cites Diarization is hard: Some experiences and lessons learned for the jhu team in the inaugural dihard challenge,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Diarization is hard: Some experiences and lessons learned for the jhu team in the inaugural dihard challenge,

Reference 7

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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.

source=pdf_text observed=2026-08-07T12:55:22.723328Z digest=sha256:9650e7fe880c00b11dcc1b219446c55fe745a8e61f480bc1a9f09857f358edf6

Observation 3c60974b-963c-4127-b547-3db2af44b773 · outbound

This paper cites Overlapped speech detection for improved speaker diarization in multiparty meetings,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Overlapped speech detection for improved speaker diarization in multiparty meetings,

Reference 8

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raw_fallback, observed 2026-08-07T12:55:27.163884Z

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.

source=pdf_text observed=2026-08-07T12:55:22.809830Z digest=sha256:41eaf0f15ccd76287927844c43592391f868013f0cfee04e5c0d292023dbbb02

Observation dedf134a-0f63-4b36-ae91-0818acd1973b · outbound

This paper cites Impact of overlapping speech detection on speaker diarization for broadcast news and debates,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Impact of overlapping speech detection on speaker diarization for broadcast news and debates,

Reference 9

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raw_fallback, observed 2026-08-07T12:55:27.117536Z

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.

source=pdf_text observed=2026-08-07T12:55:22.911625Z digest=sha256:f39650c7873e77ff4bfcc8e6625396d13a3775e84fd67a962ef521cd1565a0b1

Observation 7c58cc05-b030-4585-826a-87c52ec2d9c8 · outbound

This paper cites But system for dihard speech diariza- tion challenge 2018,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM But system for dihard speech diariza- tion challenge 2018,

Reference 10

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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.

source=pdf_text observed=2026-08-07T12:55:22.977314Z digest=sha256:f34148cd26424d06da6b6ef53a6539988fb9fd405a0624a498b3a4c92217651b

Observation 68d7d2b3-2805-4f86-ab3e-857b402f75db · outbound

This paper cites Over- lapped speech detection in broadcast streams using x-vectors.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Over- lapped speech detection in broadcast streams using x-vectors

Reference 11

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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.

source=pdf_text observed=2026-08-07T12:55:23.504834Z digest=sha256:fe52004dda6b9266b8a633c1c62243385d36eaeea8c48b93fdabd9147a56b1ad

Observation 25eddd46-20c7-413e-abc3-cbe12ac82788 · outbound

This paper cites LibriheavyMix: A 20,000-Hour Dataset for Single-Channel Reverberant Multi-Talker Speech Separation, ASR and Speaker Diarization.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM LibriheavyMix: A 20,000-Hour Dataset for Single-Channel Reverberant Multi-Talker Speech Separation, ASR and Speaker Diarization

Reference 12

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no resolver link, observed 2026-08-07T12:55:23.552544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:23.552544Z digest=sha256:bd9899540c716baf44ff30986de13959abdf6799ba00200fd5a0d5faadcd9372

Observation aa3cc08e-f03e-4394-bb18-11330dd16de1 · outbound

This paper cites Spatial-aware Speaker Diarization for Multi-channel Multi-party Meeting.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Spatial-aware Speaker Diarization for Multi-channel Multi-party Meeting

Reference 13

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local_arxiv, observed 2026-08-07T12:55:26.254347Z

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.

source=pdf_text observed=2026-08-07T12:55:23.180642Z digest=sha256:6db82f014a45db8daecbdd13afae46a1ca95ed2fadca01478b266bf52cc9a8a1

Observation 0c939e92-2816-42d6-a6c3-f0aef865badc · outbound

This paper cites Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM

Reference 14

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local_arxiv, observed 2026-08-07T12:55:26.468070Z

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.

source=pdf_text observed=2026-08-07T12:55:22.270498Z digest=sha256:9e220f9a5d7779ff4bb72fcdd08c72047d026ddf179cd1b5ae88827abc2a3b0d

Observation 57d4a822-6ce5-4784-8828-42d818cbb285 · outbound

This paper cites End-to-end speaker segmentation for overlap-aware resegmentation.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM End-to-end speaker segmentation for overlap-aware resegmentation

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:23.255131Z digest=sha256:94c9fdd44a412726094c67627d796269f9d665b18a25db3bc8fe0442c12c3f3c

Observation 9f58ddf8-6df3-40cb-b617-85568ac791f2 · outbound

This paper cites Large-Scale Learning on Overlapped Speech Detection: New Benchmark and New General System.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Large-Scale Learning on Overlapped Speech Detection: New Benchmark and New General System

Reference 16

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local_arxiv, observed 2026-08-07T12:55:26.006554Z

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.

source=pdf_text observed=2026-08-07T12:55:23.323154Z digest=sha256:ae6ceaba5ab2ec49ef1413a32e8ddca0000c537385178e659f783d180934da32

Observation bf33a67d-5e8c-452d-a8a6-5d0cca8ca36c · outbound

This paper cites Automatic detection of multi- speaker fragments with high time resolution,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Automatic detection of multi- speaker fragments with high time resolution,

Reference 17

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raw_fallback, observed 2026-08-07T12:55:26.995175Z

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.

source=pdf_text observed=2026-08-07T12:55:23.420013Z digest=sha256:9109d86d6458836db9b5c6e9030a2e289769a4c739f0a2c96769dfa1b3395f5a

Observation 2c72fb69-e9f7-4391-8b94-51c92042e0e1 · outbound

This paper cites BeamTransformer: Microphone Array-based Overlapping Speech Detection.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM BeamTransformer: Microphone Array-based Overlapping Speech Detection

Reference 18

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local_arxiv, observed 2026-08-07T12:55:25.924681Z

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.

source=pdf_text observed=2026-08-07T12:55:23.981026Z digest=sha256:5842dc3b1a6f5716f071823c49997ccda4787ab3a00e68711222be914889c6de

Observation 8e3967e4-3b72-4537-bb5e-e4e3e5bb4fad · outbound

This paper cites Multitask detection of speaker changes, overlapping speech and voice activity using wav2vec 2.0,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Multitask detection of speaker changes, overlapping speech and voice activity using wav2vec 2.0,

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:23.633794Z digest=sha256:a8d6cce548cbfa161d80a10103f3e954c9112203029856d02ef7fba632902d9c

Observation ffd7667d-2e9d-4c9a-a948-d991e34033ce · outbound

This paper cites M2met: The icassp 2022 multi- channel multi-party meeting transcription challenge,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM M2met: The icassp 2022 multi- channel multi-party meeting transcription challenge,

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:23.697828Z digest=sha256:7108c87ee365737bef22fd0feb2f2485393b1872118d9911f6d04a12852f7200

Observation 700fc423-6ce2-49c8-98f2-b9d2ece4006b · outbound

This paper cites Recognition and under- standing of meetings the ami and amida projects,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Recognition and under- standing of meetings the ami and amida projects,

Reference 21

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raw_fallback, observed 2026-08-07T12:55:26.773092Z

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.

source=pdf_text observed=2026-08-07T12:55:23.764082Z digest=sha256:4e85fda646ac5f6f90ae36022ea05e33a50af008eefbe9be7fa4697d7466e1b2

Observation af77ebdc-b08f-4a93-bb19-332d31537a5a · outbound

This paper cites A survey on multi-task learning,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM A survey on multi-task learning,

Reference 22

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no resolver link, observed 2026-08-07T12:55:23.827907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:23.827907Z digest=sha256:daa33e68fb27a200cbb643bcd20f18be594c6c483125364f1cd939ff6f5dbe28

Observation 2bfca183-8cf7-4478-bc99-e79e6d22bb95 · outbound

This paper cites Three-class Overlapped Speech Detection using a Convolutional Recurrent Neural Network.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Three-class Overlapped Speech Detection using a Convolutional Recurrent Neural Network

Reference 23

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verified exact
local_arxiv, observed 2026-08-07T12:55:25.958145Z

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.

source=pdf_text observed=2026-08-07T12:55:23.910130Z digest=sha256:0bb3700092141636f0e5356a195842d26d40cad52630cffb8ea94be31197bb88

Observation 6fbb3121-2452-41fd-803a-6ab5455fd730 · outbound

This paper cites Target- speaker voice activity detection: A novel approach for multi- speaker diarization in a dinner party scenario,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Target- speaker voice activity detection: A novel approach for multi- speaker diarization in a dinner party scenario,

Reference 24

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raw_fallback, observed 2026-08-07T12:55:26.474965Z

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.

source=pdf_text observed=2026-08-07T12:55:24.369768Z digest=sha256:87e8fc485a59d20f558b98e25579a80d18fbe47b915ce34efe3a99143eb7988b

Observation dc20b860-6cce-48e7-b612-ff57b515e4b2 · outbound

This paper cites A survey on text-dependent and text-independent speaker verification,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM A survey on text-dependent and text-independent speaker verification,

Reference 25

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raw_fallback, observed 2026-08-07T12:55:26.651952Z

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.

source=pdf_text observed=2026-08-07T12:55:24.058217Z digest=sha256:3868fdbcc4069cdfddde7ce3c4ef9bfdf8450cd68fb3b9722662747f95e6c805

Observation 7de0ce69-62c6-4636-b13a-852c09fa9e51 · outbound

This paper cites In this paper, we adapt WavLM for OSD tasks.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM In this paper, we adapt WavLM for OSD tasks

Reference 26

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raw_fallback, observed 2026-08-07T12:55:27.688496Z

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.

source=pdf_text observed=2026-08-07T12:55:22.454267Z digest=sha256:00af942615e4077ace2a94519aafc02e1cce86a43df54ff2ed99a7550af29749

Observation 6794acf1-22c7-4ed7-916c-4b27545f55c5 · outbound

This paper cites ECAPA-TDNN Embeddings for Speaker Diarization.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM ECAPA-TDNN Embeddings for Speaker Diarization

Reference 27

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:24.123323Z digest=sha256:c2875d6156ec62bb1fec28a18c3fb1861bcdb2f393f7eb7775876694c94f1235

Observation e3a807a5-cb05-448e-beb9-10498a10e830 · outbound

This paper cites CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM CAM++: A Fast and Efficient Network for Speaker Verification Using Context-Aware Masking

Reference 28

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no resolver link, observed 2026-08-07T12:55:24.199871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:24.199871Z digest=sha256:a07f2f4e1c5753e33b985ebaaf5549d1c47f7e20fc6e56bbca6e3e7f1126955e

Observation 800c25ff-5116-41db-ba03-bf0c0d9e30a7 · outbound

This paper cites Wavlm: Large-scale self- supervised pre-training for full stack speech processing,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 29

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:24.261854Z digest=sha256:f39a49d1d4fb188e2e19a9549ff489e8e9c4c4c1686a91e25e882051ab0071f9

Observation 0017e364-824d-4ecd-ab6f-53770d6b2b09 · outbound

This paper cites Frame-wise and overlap-robust speaker em- beddings for meeting diarization,.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Frame-wise and overlap-robust speaker em- beddings for meeting diarization,

Reference 30

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raw_fallback, observed 2026-08-07T12:55:26.521430Z

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.

source=pdf_text observed=2026-08-07T12:55:24.319519Z digest=sha256:650f78a44310498ab3ee97886e536e5ad93d67e72c989b20ff42a1a240e24d82

Observation 064fbc58-6a89-4bdc-8922-2bf9f78607b6 · outbound

This paper cites Joint speech and overlap detection: a benchmark over multiple audio setup and speech domains.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Joint speech and overlap detection: a benchmark over multiple audio setup and speech domains

Reference 31

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local_arxiv, observed 2026-08-07T12:55:25.549707Z

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.

source=pdf_text observed=2026-08-07T12:55:24.417081Z digest=sha256:fce47fcde94b04e3d278db53e2beb3cfe320b2c74080ff35f3d401bf98b9e315

Observation 012e5df1-d63a-49c9-842e-ae7e0e7ec4e8 · outbound

This paper cites Unified Audio Event Detection.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Unified Audio Event Detection

Reference 32

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local_arxiv, observed 2026-08-07T12:55:25.125436Z

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.

source=pdf_text observed=2026-08-07T12:55:24.457100Z digest=sha256:38f2876df7e722fb5bc65897ece3e2972124b956c10caaf6989cf76963a6fe6f

Observation 7dc939a6-a656-4182-aa5a-07550c43ef72 · outbound

This paper cites A robust audio deepfake detection system via multi-view feature.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM A robust audio deepfake detection system via multi-view feature

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:55:24.757257Z

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.

source=pdf_text observed=2026-08-07T12:55:24.534982Z digest=sha256:dd9e803549f917b8b341ad48bb8e27a533cd6d72c522dcb8a481f244c6d343b8

Pith citing papers

Observation 0c939e92-2816-42d6-a6c3-f0aef865badc · inbound

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM cites this paper.

Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM Towards Robust Overlapping Speech Detection: A Speaker-Aware Progressive Approach Using WavLM

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:55:26.468070Z

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.

source=pdf_text observed=2026-08-07T12:55:22.270498Z digest=sha256:9e220f9a5d7779ff4bb72fcdd08c72047d026ddf179cd1b5ae88827abc2a3b0d