Paper Citation Record · LEDGER

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization

As of 19 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2507.16136.

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

pith.paper-citation-record.v1
2507.16136 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:20:21.183845Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:20:21.088802Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T23:37:27.593053Z

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy21
unresolved10
parse uncertain0
malformed identifier1
metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6cbe66de-5c2f-43ce-b4d9-955f512eeda0 · outbound

This paper cites SDBench: A Comprehensive Benchmark Suite for Speaker Diarization.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization SDBench: A Comprehensive Benchmark Suite for Speaker Diarization

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.088802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2f7f853-482a-4c45-a705-9aba95464952 · outbound

This paper cites an unresolved cited work.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:21.734317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e04721c8-b084-485d-be86-4b61c74cc967 · outbound

This paper cites Figure 4 breaks down DER into 3 components: (i) Missed Detection, (ii) False Alarm, and (iii) Confusion.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Figure 4 breaks down DER into 3 components: (i) Missed Detection, (ii) False Alarm, and (iii) Confusion

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.720278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e17d2132-e5b3-4d9c-85b7-7ceb94237265 · outbound

This paper cites To demonstrate its effectiveness, we developed SpeakerKit, an inference efficiency-optimized system built on Pyannote v3 that maintains low DER while achieving a 9.6x speedup.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization To demonstrate its effectiveness, we developed SpeakerKit, an inference efficiency-optimized system built on Pyannote v3 that maintains low DER while achieving a 9.6x speedup

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.712815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2972cc2f-699b-43c9-8dc9-b0708dcb015f · outbound

This paper cites an unresolved cited work.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:21.704638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1a9dfce9-2892-48f3-bb61-8a1321308dcc · outbound

This paper cites pyannoteai api,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization pyannoteai api,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.683214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aac6759e-8300-4442-b1a4-3806ff2cb447 · outbound

This paper cites gladia api,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization gladia api,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.676137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1bd98553-8fea-4872-983e-bc8997b80f6d · outbound

This paper cites The Third DIHARD Diarization Challenge.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization The Third DIHARD Diarization Challenge

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.108230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95920cc8-f0ee-4b62-abe1-518a612e6a42 · outbound

This paper cites The voxceleb speaker recognition challenge: A retrospective,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization The voxceleb speaker recognition challenge: A retrospective,

Reference 9

Resolution: malformed identifier; no resolver link, observed 2026-08-06T15:20:21.111269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55dd473c-d19f-44b9-8002-653ed0d7040a · outbound

This paper cites NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcription.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization NOTSOFAR-1 Challenge: New Datasets, Baseline, and Tasks for Distant Meeting Transcription

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:20:21.450181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8931b29b-bb96-451e-bf37-4a316108edf5 · outbound

This paper cites Powerset multi-class cross entropy loss for neural speaker diarization,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Powerset multi-class cross entropy loss for neural speaker diarization,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.697482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 31273fb9-f8a4-4c7a-8fc1-d66c9e2f7263 · outbound

This paper cites Amazon transcribe,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Amazon transcribe,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.690284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2a9b8ca1-f45c-4ef7-a17f-1a7f3be2c131 · outbound

This paper cites an unresolved cited work.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:21.741263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a1f42184-6a65-4b3d-b07d-03d1eeaf8422 · outbound

This paper cites Vbx: Speaker verification using bayesian inference,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Vbx: Speaker verification using bayesian inference,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.625150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db215220-c977-4d0b-b105-83a3d9dbc78d · outbound

This paper cites an unresolved cited work.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T15:20:21.727128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 851dd771-c14d-4526-81df-08781954d345 · outbound

This paper cites Deepgram,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Deepgram,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.668774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation beb71267-6963-46b5-b086-32850a84effa · outbound

This paper cites Picovoice sdk,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Picovoice sdk,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.662098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 84eaf422-28ae-4b8a-81b0-0df8951b7d14 · outbound

This paper cites Picovoice diarization benchmarks.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Picovoice diarization benchmarks

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.655357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5cf5b464-ccc3-4a11-9aa0-a53e3a7d32af · outbound

This paper cites pyannote github issue.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization pyannote github issue

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.647797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 93718d9a-42a7-45f3-a03f-45c8f5b5c167 · outbound

This paper cites Pyannote github issue.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Pyannote github issue

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.640704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 70ebc734-681c-4ef6-b974-069d2220be34 · outbound

This paper cites Nemo open source speaker diarization system.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Nemo open source speaker diarization system

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.633074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1e25e56e-553a-4a2f-9b22-e0a3e8c0f221 · outbound

This paper cites Callhome american english speech,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Callhome american english speech,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.617334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0c18e726-21e0-43f5-9afe-f8d6c4b5980f · outbound

This paper cites The third dihard diarization challenge,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization The third dihard diarization challenge,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.610077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8336499c-062b-4de5-98ec-ced0bba2cb5e · outbound

This paper cites Partially Observed Discrete-Time Risk-Sensitive Mean Field Games.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Partially Observed Discrete-Time Risk-Sensitive Mean Field Games

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:20:21.439791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4e34a6b7-929b-4ced-a6ce-bfc28e9329ad · outbound

This paper cites Earnings-21: A practical benchmark for asr in the wild,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Earnings-21: A practical benchmark for asr in the wild,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.150302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29ea3f18-4b12-4615-acca-f568634edad5 · outbound

This paper cites Msdwild: Multi-modal speaker diarization dataset in the wild,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Msdwild: Multi-modal speaker diarization dataset in the wild,

Reference 26

Resolution: verified exact; doi, observed 2026-08-06T15:20:21.211765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dca47095-2e09-4a86-bbc8-e2fb8bec62ab · outbound

This paper cites Announcing the ami meeting corpus,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Announcing the ami meeting corpus,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.602384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f46d468e-1a0d-4066-9d20-f224b41bd2ff · outbound

This paper cites Spot the conversation: Speaker diarisation in the wild,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Spot the conversation: Speaker diarisation in the wild,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.157802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26beb7d9-8d9e-4a5d-9c6b-1e2b550f4a9e · outbound

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

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization M2met: The icassp 2022 multi-channel multi-party meeting transcription challenge,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.594784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ce029f9c-d923-4f9b-9153-27fce4f20b9f · outbound

This paper cites Wespeaker: A research and production oriented speaker embedding learning toolkit,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Wespeaker: A research and production oriented speaker embedding learning toolkit,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.563720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 58de7ddd-1d98-4911-826d-deb27d7d004c · outbound

This paper cites AISHELL-4: An Open Source Dataset for Speech Enhancement, Separation, Recognition and Speaker Diarization in Conference Scenario.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization AISHELL-4: An Open Source Dataset for Speech Enhancement, Separation, Recognition and Speaker Diarization in Conference Scenario

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.164907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 803819f2-7c32-46cf-bdd8-890590a8ed52 · outbound

This paper cites Speech recognition and multi-speaker diarization of long conversations,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Speech recognition and multi-speaker diarization of long conversations,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.586756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c67ccfb4-a390-4a2e-bfa0-473dcf9fc5f5 · outbound

This paper cites Ava-avd: Audio-visual speaker diarization in the wild,.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Ava-avd: Audio-visual speaker diarization in the wild,

Reference 34

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T15:20:21.398781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cb19bee7-5e13-463f-8762-262efa6dcb8c · outbound

This paper cites APP: Anytime Progressive Pruning.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization APP: Anytime Progressive Pruning

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:20:21.327130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 190b4c01-e19b-418d-888c-40eacbdac348 · outbound

This paper cites Whiperkit.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Whiperkit

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.579145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 063cd465-a267-4fe0-8443-f2ff959fc775 · outbound

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

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T15:20:21.179123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e830bfb6-e0e3-4a31-a523-ed8544ac3414 · outbound

This paper cites Huggingface.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Huggingface

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T15:20:21.571596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 15733d8c-0862-4f81-9876-f90e145de800 · outbound

This paper cites Speech Recognition and Multi-Speaker Diarization of Long Conversations.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization Speech Recognition and Multi-Speaker Diarization of Long Conversations

Reference 2020

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:20:21.410442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 592f6a26-0518-4a52-a81f-0d0e337ce1da · outbound

This paper cites M2MeT: The ICASSP 2022 Multi-Channel Multi-Party Meeting Transcription Challenge.

SDBench: A Comprehensive Benchmark Suite for Speaker Diarization M2MeT: The ICASSP 2022 Multi-Channel Multi-Party Meeting Transcription Challenge

Reference 2022

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T15:20:21.428912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 6cbe66de-5c2f-43ce-b4d9-955f512eeda0 · inbound